import deepxde as dde
from deepxde.backend import pytorch
import torch
import matplotlib.pyplot as plt
import numpy as np

from SIRD_deepxde_DiseaseModel import SIRD_deepxde_net
from DiseaseModel import SIR,SIRD,SIRDIm,SIRDImRel, SIRDImRelSimple, SIRD2Var, SIRD2VarRelSimple, GeneralModelSolver
from Plot import Plot

# %matplotlib widget

seed = 2
np.random.seed(seed)
dde.config.set_random_seed(seed)

Using backend: pytorch

default Torch device: cpu

time_delta = [0,365] # use three values here for intro time of second variant

# initial_conditions = {
#     "S": 1000000,
#     "I": 1,
#     "R": 0,
#     }
# static_parameters = {
#     "alpha": (0.15),
#     "beta": (0.07),
#     }
# sird_model = SIR(initial_conditions, static_parameters, time_delta)

# initial_conditions = {
#     "S": 1000000,
#     "I": 1,
#     "R": 0,
#     "D": 0,
#     }
# static_parameters = {
#     "alpha": (0.2),
#     "beta": (0.05),
#     "gamma": (0.001),
#     }
# sird_model = SIRD(initial_conditions, static_parameters, time_delta)

# initial_conditions = {
#     "S": 1000000,
#     "I": 15,
#     "R": 0,
#     "D": 0,
#     "Im": 0, # should be between 0 and 1
#     }
# static_parameters = {
#     "alpha": 0.12,
#     "beta": 0.07,
#     "gamma": 0.02,
#     "kappa": 0.2,
#     }
# sird_model = SIRDIm(initial_conditions, static_parameters, time_delta)
# initial_conditions = {
#     "S": 1000000,
#     "I": 15,
#     "R": 0,
#     "D": 0,
#     "Im": 0, # should be between 0 and 1
#     }
# static_parameters = {
#     "lambda_": 1.5,
#     "gamma": 0.000,
#     "kappa": 0.2,
#     }
# sird_model = SIRDImRel(initial_conditions, static_parameters, time_delta)
# initial_conditions = {
#     "S": 1000000,
#     "I": 15,
#     "R": 0,
#     "Im": 0, # should be between 0 and 1
#     }
# static_parameters = {
#     "lambda_": 1.5,
#     "kappa": 0.2,
#     }
# sird_model = SIRDImRelSimple(initial_conditions, static_parameters, time_delta)

# initial_conditions = {
#     "S": 1000000,
#     "Ia": 1,
#     "Ib": 0,
#     "Ra": 0,
#     "Rb": 0,
#     "D": 0,
#     "Im_a": 0, # should be between 0 and 1
#     "Im_b": 0, # should be between 0 and 1
#     }
# static_parameters = {
#     "alpha_a": 0.23  ,
#     "alpha_b": 0.18,
#     "beta_a": 0.1,
#     "beta_b": 0.08,
#     "gamma_a": 0.00,
#     "gamma_b": 0.00,
#     "kappa_a": 0.8,
#     "kappa_b": 0.5,
#     }
# static_parameters = {
#     "alpha_a": 0.11,
#     "alpha_b": 0.12,
#     "beta_a": 0.08,
#     "beta_b": 0.08,
#     "gamma_a": 0.00,
#     "gamma_b": 0.00,
#     "kappa_a": 0.1,
#     "kappa_b": 0.2,
#     }
# sird_model = SIRD2Var(initial_conditions, static_parameters, time_delta)

initial_conditions = {
    "S": 1000000,
    "Ia": 1,
    "Ib": 0,
    "Ra": 0,
    "Rb": 0,
    "Im_a": 0, 
    "Im_b": 0,
    }
static_parameters = {
    "lambda_a": 2.2  ,
    "lambda_b": 1.9,
    "kappa_a": 0.8, # should be between 0 and 1
    "kappa_b": 0.5,
    }

sird_model = SIRD2VarRelSimple(initial_conditions, static_parameters, time_delta)


t_synth, solution_synth_full = sird_model.simulate()
t_synth, solution_synth = sird_model.get_solution_as_sird()
sird_model.plot_solution()
sird_model.plot_sird()

print(sird_model)

A Disease Model with description: 'A model that simulates two concurrent diseases and natural herd immunity as a factor of the amount of recovered for each variant':
Parameters:
	lambda_a = 2.2
	lambda_b = 1.9
	kappa_a = 0.8
	kappa_b = 0.5

PDE groups and initial conditions:
	S = 1000000
	Ia = 1
	Ib = 0
	Ra = 0
	Rb = 0
	Im_a = 0
	Im_b = 0

PDE equations:
 	dS/dt = -(0.1*lambda_a/N)*Ia*S - (0.1*lambda_b/N)*Ib*S
	dIa/dt = (0.1*lambda_a/N)*S*Ia + (0.1*lambda_a/N)*(1 - Im_a)*(Ra + Rb)*Ia - 0.1*Ia
	dIb/dt = (0.1*lambda_b/N)*S*Ib + (0.1*lambda_b/N)*(1 - Im_b)*(Ra + Rb)*Ib - 0.1*Ib 
	dRa/dt = 0.1*Ia - (0.1*lambda_a/N)*(1 - (Im_a))*(Ra)*(Ia) - (0.1*lambda_b/N)*(1 - (Im_b))*(Ra)*(Ib)
	dRb/dt = 0.1*Ib - (0.1*lambda_a/N)*(1 - (Im_a))*(Rb)*(Ia) - (0.1*lambda_b/N)*(1 - (Im_b))*(Rb)*(Ib)
	dIm_a/dt = kappa_a*0.1*Ia/N
	dIm_b/dt = kappa_b*0.1*Ib/N
PINN PDE loss equations:
	dS_t - (-(0.1*lambda_a/N)*Ia*S - (0.1*lambda_b/N)*Ib*S)
	dIa_t - ((0.1*lambda_a/N)*S*Ia + (0.1*lambda_a/N)*(1 - Im_a)*(Ra + Rb)*Ia - 0.1*Ia)
	dIb_t - ((0.1*lambda_b/N)*S*Ib + (0.1*lambda_b/N)*(1 - Im_b)*(Ra + Rb)*Ib - 0.1*Ib )
	dRa_t - (0.1*Ia - (0.1*lambda_a/N)*(1 - (Im_a))*(Ra)*(Ia) - (0.1*lambda_b/N)*(1 - (Im_b))*(Ra)*(Ib))
	dRb_t - (0.1*Ib - (0.1*lambda_a/N)*(1 - (Im_a))*(Rb)*(Ia) - (0.1*lambda_b/N)*(1 - (Im_b))*(Rb)*(Ib))
	dIm_a_t - (kappa_a*0.1*Ia/N)
	dIm_b_t - (kappa_b*0.1*Ib/N)

# keep this even if not subsetting
t = t_synth
wsol = solution_synth

solver = GeneralModelSolver(sird_model)
# subset
# max_timestep = 300
# t_bool = t_synth < max_timestep
# t = t_synth[t_bool]
# wsol = wsol_synth[t_bool]

model = SIRD_deepxde_net(t, wsol,disease_model=sird_model, with_neumann=False, model_name="diseasemodel_test", with_softadapt=False)
print(model)
hyper_print_every = 100
static_loss_weights = []
for key in (model.PDE_names + list(model.loss_points_dict.keys())):
    if "d" in key and "_t" in key:
        w = 1
    else:
        w = 0.2
    static_loss_weights.append(w)
model.init_model(lr=0.01, print_every=hyper_print_every, activation="tanh", loss="MSE", nn_layers=2, nn_layer_width=32, loss_weights=static_loss_weights)

PINN model:
Parameters: ['lambda_a', 'lambda_b', 'kappa_a', 'kappa_b']
Loss measures: ['dS_t', 'dIa_t', 'dIb_t', 'dRa_t', 'dRb_t', 'dIm_a_t', 'dIm_b_t', 'ic_Im_a', 'ic_Im_b', 'ic_S', 'observe_S', 'observe_I', 'observe_R', 'observe_SUM', 'sign_Ia', 'sign_Ib', 'sign_Ra', 'sign_Rb', 'sign_Im_a', 'sign_Im_b', 'L1_norm_init_Im_a', 'L1_norm_init_Im_b']
Compiling model...
'compile' took 0.000080 s

prev_best_step = 0
iters = 0
plot_every=2000

def intermediate_train():
    TOTAL_ITER = 100_000
    iters = 0
    if not hasattr(intermediate_train, "prev_best_step"):
        setattr(intermediate_train, "prev_best_step", 0)
    try:
        while True:
            iters += plot_every
            # for n in range(TOTAL_ITER//plot_every):
            model.train_model(iterations=plot_every, print_every=hyper_print_every, use_LBFGSB=False)
            params_nn, best_step = model.get_best_params(out_func=np.exp) # parameters need to be extracted with the exponential functino as they have been modelled in logspace
            if best_step > intermediate_train.prev_best_step:
                setattr(intermediate_train, "prev_best_step", best_step)
                break
            elif iters >= TOTAL_ITER:
                break
    except KeyboardInterrupt:
        print("Training ended prematurely")

    params_nn, best_step = model.get_best_params() # parameters need to be extracted with the exponential functino as they have been modelled in logspace
    print(static_parameters, sep="\n")
    t_nn_param, wsol_nn_param, wsol_sird_nn_param = solver(*params_nn)
    # params_nn= tuple(np.exp([*params_nn]))
    # print(*params_nn)
    model.set_synthetic_data(t_synth, solution_synth_full) 
    model.set_nn_synthetic_data(t_nn_param, wsol_nn_param, wsol_sird_nn_param)
    plot = Plot(model, values_to_plot=sird_model.initial_conditions_keys) # class that contains plotting functions
    plot.show_known_and_prediction()

intermediate_train()


# plot.plot_param_history()
# plot.plot_loss_history()

TOTAL_ITER = 100_000
try:
    while True:
        # for n in range(TOTAL_ITER//plot_every):
        model.train_model(iterations=plot_every, print_every=hyper_print_every, use_LBFGSB=False)
        params_nn, best_step = model.get_best_params(out_func=np.exp) # parameters need to be extracted with the exponential functino as they have been modelled in logspace
        if best_step > prev_best_step:
            prev_best_step = best_step
            break
        elif iters >= TOTAL_ITER:
            break
except KeyboardInterrupt:
    print("Training ended prematurely")

params_nn, best_step = model.get_best_params() # parameters need to be extracted with the exponential functino as they have been modelled in logspace
print(static_parameters, sep="\n")
t_nn_param, wsol_nn_param, wsol_sird_nn_param = solver(*params_nn)
# params_nn= tuple(np.exp([*params_nn]))
# print(*params_nn)
model.set_synthetic_data(t_synth, solution_synth_full) 
model.set_nn_synthetic_data(t_nn_param, wsol_nn_param, wsol_sird_nn_param)
plot = Plot(model, values_to_plot=sird_model.initial_conditions_keys) # class that contains plotting functions
plot.show_known_and_prediction()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
20000     [2.26e-06, 1.90e-06, 3.39e-06, 4.22e-06, 1.40e-06, 6.90e-07, 1.08e-06, 1.25e-06, 1.06e-07, 6.85e-07, 1.45e-06, 1.57e-06, 1.11e-06, 5.17e-07, 1.49e-08, 1.02e-08, 8.90e-08, 1.50e-07, 6.35e-07, 1.73e-08, 4.12e-06, 1.70e-07]    [2.26e-06, 1.90e-06, 3.39e-06, 4.22e-06, 1.40e-06, 6.90e-07, 1.08e-06, 1.25e-06, 1.06e-07, 6.85e-07, 1.45e-06, 1.57e-06, 1.11e-06, 5.17e-07, 1.49e-08, 1.02e-08, 8.90e-08, 1.50e-07, 6.35e-07, 1.73e-08, 4.12e-06, 1.70e-07]    []  
20100     [2.43e-06, 1.89e-06, 3.39e-06, 4.17e-06, 1.35e-06, 6.64e-07, 1.09e-06, 2.37e-07, 1.12e-07, 4.11e-07, 1.66e-06, 2.00e-06, 2.03e-06, 1.12e-06, 2.63e-08, 1.44e-08, 1.61e-07, 2.17e-07, 7.05e-09, 1.71e-09, 1.98e-07, 1.48e-07]    [2.43e-06, 1.89e-06, 3.39e-06, 4.17e-06, 1.35e-06, 6.64e-07, 1.09e-06, 2.37e-07, 1.12e-07, 4.11e-07, 1.66e-06, 2.00e-06, 2.03e-06, 1.12e-06, 2.63e-08, 1.44e-08, 1.61e-07, 2.17e-07, 7.05e-09, 1.71e-09, 1.98e-07, 1.48e-07]    []  
20200     [2.52e-06, 1.84e-06, 3.43e-06, 4.00e-06, 1.52e-06, 7.72e-07, 1.10e-06, 7.74e-08, 7.71e-08, 2.47e-07, 3.84e-06, 4.27e-06, 1.17e-05, 1.73e-05, 1.63e-07, 1.45e-07, 3.22e-07, 4.58e-07, 7.31e-08, 2.29e-08, 3.52e-07, 1.22e-07]    [2.52e-06, 1.84e-06, 3.43e-06, 4.00e-06, 1.52e-06, 7.72e-07, 1.10e-06, 7.74e-08, 7.71e-08, 2.47e-07, 3.84e-06, 4.27e-06, 1.17e-05, 1.73e-05, 1.63e-07, 1.45e-07, 3.22e-07, 4.58e-07, 7.31e-08, 2.29e-08, 3.52e-07, 1.22e-07]    []  
20300     [3.54e-06, 1.88e-06, 3.32e-06, 4.05e-06, 1.26e-06, 7.96e-07, 1.24e-06, 2.93e-10, 1.47e-08, 1.21e-06, 1.12e-05, 1.86e-05, 4.71e-05, 1.15e-04, 1.21e-06, 1.28e-06, 1.31e-06, 1.14e-06, 1.19e-08, 2.55e-09, 1.72e-07, 6.00e-07]    [3.54e-06, 1.88e-06, 3.32e-06, 4.05e-06, 1.26e-06, 7.96e-07, 1.24e-06, 2.93e-10, 1.47e-08, 1.21e-06, 1.12e-05, 1.86e-05, 4.71e-05, 1.15e-04, 1.21e-06, 1.28e-06, 1.31e-06, 1.14e-06, 1.19e-08, 2.55e-09, 1.72e-07, 6.00e-07]    []  
20400     [2.48e-06, 1.86e-06, 3.39e-06, 4.25e-06, 1.57e-06, 7.28e-07, 1.18e-06, 1.77e-07, 2.86e-08, 1.32e-06, 1.02e-05, 6.88e-06, 2.82e-05, 9.04e-06, 1.58e-08, 5.31e-08, 9.44e-09, 2.90e-08, 6.52e-09, 7.12e-09, 1.58e-07, 1.45e-07]    [2.48e-06, 1.86e-06, 3.39e-06, 4.25e-06, 1.57e-06, 7.28e-07, 1.18e-06, 1.77e-07, 2.86e-08, 1.32e-06, 1.02e-05, 6.88e-06, 2.82e-05, 9.04e-06, 1.58e-08, 5.31e-08, 9.44e-09, 2.90e-08, 6.52e-09, 7.12e-09, 1.58e-07, 1.45e-07]    []  
20500     [1.69e-06, 1.74e-06, 3.20e-06, 3.99e-06, 1.25e-06, 8.41e-07, 1.28e-06, 1.66e-07, 7.75e-08, 1.23e-07, 6.52e-06, 1.22e-05, 4.04e-06, 1.51e-05, 6.12e-09, 1.38e-08, 1.33e-07, 1.33e-07, 4.12e-07, 3.16e-10, 2.59e-06, 1.68e-06]    [1.69e-06, 1.74e-06, 3.20e-06, 3.99e-06, 1.25e-06, 8.41e-07, 1.28e-06, 1.66e-07, 7.75e-08, 1.23e-07, 6.52e-06, 1.22e-05, 4.04e-06, 1.51e-05, 6.12e-09, 1.38e-08, 1.33e-07, 1.33e-07, 4.12e-07, 3.16e-10, 2.59e-06, 1.68e-06]    []  
20600     [3.12e-06, 1.72e-06, 3.42e-06, 4.46e-06, 1.51e-06, 1.23e-06, 1.95e-06, 2.65e-06, 4.99e-09, 1.77e-07, 7.24e-05, 1.36e-04, 4.51e-05, 1.78e-04, 3.21e-08, 0.00e+00, 1.13e-07, 2.33e-08, 7.26e-06, 2.34e-05, 4.34e-05, 1.27e-04]    [3.12e-06, 1.72e-06, 3.42e-06, 4.46e-06, 1.51e-06, 1.23e-06, 1.95e-06, 2.65e-06, 4.99e-09, 1.77e-07, 7.24e-05, 1.36e-04, 4.51e-05, 1.78e-04, 3.21e-08, 0.00e+00, 1.13e-07, 2.33e-08, 7.26e-06, 2.34e-05, 4.34e-05, 1.27e-04]    []  
20700     [3.06e-06, 1.86e-06, 3.34e-06, 4.01e-06, 1.69e-06, 8.67e-07, 1.41e-06, 2.30e-07, 4.35e-06, 1.26e-06, 4.80e-05, 2.97e-05, 6.06e-05, 4.12e-06, 5.23e-07, 8.20e-07, 1.39e-10, 4.33e-08, 1.00e-06, 3.40e-08, 6.30e-06, 5.53e-06]    [3.06e-06, 1.86e-06, 3.34e-06, 4.01e-06, 1.69e-06, 8.67e-07, 1.41e-06, 2.30e-07, 4.35e-06, 1.26e-06, 4.80e-05, 2.97e-05, 6.06e-05, 4.12e-06, 5.23e-07, 8.20e-07, 1.39e-10, 4.33e-08, 1.00e-06, 3.40e-08, 6.30e-06, 5.53e-06]    []  
20800     [2.34e-06, 1.73e-06, 3.17e-06, 3.86e-06, 1.34e-06, 8.37e-07, 1.56e-06, 4.12e-06, 5.62e-08, 1.26e-05, 1.26e-04, 6.55e-05, 2.97e-04, 1.05e-04, 2.24e-07, 8.03e-08, 3.14e-06, 2.41e-06, 0.00e+00, 0.00e+00, 4.64e-06, 3.85e-05]    [2.34e-06, 1.73e-06, 3.17e-06, 3.86e-06, 1.34e-06, 8.37e-07, 1.56e-06, 4.12e-06, 5.62e-08, 1.26e-05, 1.26e-04, 6.55e-05, 2.97e-04, 1.05e-04, 2.24e-07, 8.03e-08, 3.14e-06, 2.41e-06, 0.00e+00, 0.00e+00, 4.64e-06, 3.85e-05]    []  
20900     [1.21e-05, 2.59e-06, 4.49e-06, 5.05e-06, 2.50e-06, 9.51e-07, 1.38e-06, 3.24e-07, 1.00e-07, 3.31e-07, 1.13e-04, 1.71e-04, 6.77e-04, 1.33e-03, 1.45e-05, 1.18e-05, 1.59e-05, 1.26e-05, 4.29e-08, 6.81e-07, 2.58e-07, 4.37e-06]    [1.21e-05, 2.59e-06, 4.49e-06, 5.05e-06, 2.50e-06, 9.51e-07, 1.38e-06, 3.24e-07, 1.00e-07, 3.31e-07, 1.13e-04, 1.71e-04, 6.77e-04, 1.33e-03, 1.45e-05, 1.18e-05, 1.59e-05, 1.26e-05, 4.29e-08, 6.81e-07, 2.58e-07, 4.37e-06]    []  
21000     [2.85e-06, 1.78e-06, 3.40e-06, 4.22e-06, 1.74e-06, 9.16e-07, 1.30e-06, 1.35e-07, 6.10e-07, 5.54e-06, 2.21e-05, 1.14e-04, 3.39e-05, 4.19e-04, 2.53e-08, 0.00e+00, 1.41e-08, 4.22e-09, 1.54e-08, 1.72e-08, 2.02e-07, 3.02e-07]    [2.85e-06, 1.78e-06, 3.40e-06, 4.22e-06, 1.74e-06, 9.16e-07, 1.30e-06, 1.35e-07, 6.10e-07, 5.54e-06, 2.21e-05, 1.14e-04, 3.39e-05, 4.19e-04, 2.53e-08, 0.00e+00, 1.41e-08, 4.22e-09, 1.54e-08, 1.72e-08, 2.02e-07, 3.02e-07]    []  
21100     [1.73e-06, 1.69e-06, 3.21e-06, 3.77e-06, 1.38e-06, 7.54e-07, 1.18e-06, 4.16e-09, 1.81e-07, 1.11e-08, 1.68e-06, 2.19e-06, 1.39e-06, 9.35e-07, 7.52e-09, 6.47e-10, 6.58e-08, 8.27e-08, 4.26e-10, 0.00e+00, 5.97e-08, 1.68e-06]    [1.73e-06, 1.69e-06, 3.21e-06, 3.77e-06, 1.38e-06, 7.54e-07, 1.18e-06, 4.16e-09, 1.81e-07, 1.11e-08, 1.68e-06, 2.19e-06, 1.39e-06, 9.35e-07, 7.52e-09, 6.47e-10, 6.58e-08, 8.27e-08, 4.26e-10, 0.00e+00, 5.97e-08, 1.68e-06]    []  
21200     [1.98e-06, 1.76e-06, 3.22e-06, 3.75e-06, 1.57e-06, 7.35e-07, 1.19e-06, 1.91e-07, 1.21e-07, 1.34e-08, 1.54e-06, 1.51e-06, 2.29e-06, 6.25e-07, 7.54e-09, 1.44e-08, 3.36e-08, 4.28e-08, 1.05e-09, 3.52e-10, 5.03e-07, 5.61e-07]    [1.98e-06, 1.76e-06, 3.22e-06, 3.75e-06, 1.57e-06, 7.35e-07, 1.19e-06, 1.91e-07, 1.21e-07, 1.34e-08, 1.54e-06, 1.51e-06, 2.29e-06, 6.25e-07, 7.54e-09, 1.44e-08, 3.36e-08, 4.28e-08, 1.05e-09, 3.52e-10, 5.03e-07, 5.61e-07]    []  
21300     [3.10e-06, 1.82e-06, 3.22e-06, 3.62e-06, 1.36e-06, 7.44e-07, 1.19e-06, 2.68e-07, 4.80e-07, 8.46e-07, 5.60e-06, 1.05e-05, 2.95e-06, 3.83e-05, 6.29e-07, 3.70e-07, 1.20e-07, 2.49e-07, 5.57e-09, 8.25e-09, 4.98e-08, 1.73e-07]    [3.10e-06, 1.82e-06, 3.22e-06, 3.62e-06, 1.36e-06, 7.44e-07, 1.19e-06, 2.68e-07, 4.80e-07, 8.46e-07, 5.60e-06, 1.05e-05, 2.95e-06, 3.83e-05, 6.29e-07, 3.70e-07, 1.20e-07, 2.49e-07, 5.57e-09, 8.25e-09, 4.98e-08, 1.73e-07]    []  
21400     [2.02e-06, 2.42e-06, 3.23e-06, 4.15e-06, 1.57e-06, 1.25e-06, 1.34e-06, 3.50e-05, 1.36e-06, 8.09e-06, 1.35e-05, 1.31e-05, 1.20e-05, 1.47e-05, 1.69e-08, 1.66e-10, 1.53e-07, 1.77e-09, 5.75e-06, 1.84e-06, 3.56e-05, 1.16e-05]    [2.02e-06, 2.42e-06, 3.23e-06, 4.15e-06, 1.57e-06, 1.25e-06, 1.34e-06, 3.50e-05, 1.36e-06, 8.09e-06, 1.35e-05, 1.31e-05, 1.20e-05, 1.47e-05, 1.69e-08, 1.66e-10, 1.53e-07, 1.77e-09, 5.75e-06, 1.84e-06, 3.56e-05, 1.16e-05]    []  
21500     [1.98e-06, 1.67e-06, 3.18e-06, 3.60e-06, 1.37e-06, 8.04e-07, 1.41e-06, 2.44e-07, 9.94e-06, 2.06e-07, 1.14e-06, 1.75e-06, 2.34e-06, 1.08e-06, 1.55e-08, 4.33e-09, 4.53e-08, 6.69e-08, 2.08e-09, 0.00e+00, 2.47e-07, 7.80e-05]    [1.98e-06, 1.67e-06, 3.18e-06, 3.60e-06, 1.37e-06, 8.04e-07, 1.41e-06, 2.44e-07, 9.94e-06, 2.06e-07, 1.14e-06, 1.75e-06, 2.34e-06, 1.08e-06, 1.55e-08, 4.33e-09, 4.53e-08, 6.69e-08, 2.08e-09, 0.00e+00, 2.47e-07, 7.80e-05]    []  
21600     [1.69e-06, 1.69e-06, 3.29e-06, 3.65e-06, 1.45e-06, 7.61e-07, 1.15e-06, 9.34e-15, 9.33e-09, 1.87e-09, 1.23e-06, 1.64e-06, 2.02e-06, 6.98e-07, 2.00e-08, 1.47e-08, 5.35e-08, 1.08e-07, 2.60e-09, 4.07e-07, 2.83e-08, 2.58e-06]    [1.69e-06, 1.69e-06, 3.29e-06, 3.65e-06, 1.45e-06, 7.61e-07, 1.15e-06, 9.34e-15, 9.33e-09, 1.87e-09, 1.23e-06, 1.64e-06, 2.02e-06, 6.98e-07, 2.00e-08, 1.47e-08, 5.35e-08, 1.08e-07, 2.60e-09, 4.07e-07, 2.83e-08, 2.58e-06]    []  
21700     [1.75e-06, 1.71e-06, 3.27e-06, 3.62e-06, 1.54e-06, 7.26e-07, 1.15e-06, 2.13e-10, 4.54e-08, 3.07e-09, 9.95e-07, 1.33e-06, 8.29e-07, 9.34e-07, 4.87e-08, 4.11e-08, 4.20e-08, 4.67e-08, 3.10e-09, 4.16e-09, 2.01e-08, 5.96e-08]    [1.75e-06, 1.71e-06, 3.27e-06, 3.62e-06, 1.54e-06, 7.26e-07, 1.15e-06, 2.13e-10, 4.54e-08, 3.07e-09, 9.95e-07, 1.33e-06, 8.29e-07, 9.34e-07, 4.87e-08, 4.11e-08, 4.20e-08, 4.67e-08, 3.10e-09, 4.16e-09, 2.01e-08, 5.96e-08]    []  
21800     [1.54e-06, 1.69e-06, 3.26e-06, 3.59e-06, 1.55e-06, 7.19e-07, 1.14e-06, 1.46e-08, 2.40e-08, 2.13e-08, 7.88e-07, 1.38e-06, 7.80e-07, 1.05e-06, 2.23e-09, 4.87e-10, 1.45e-08, 2.43e-08, 3.29e-09, 1.31e-10, 2.27e-08, 1.21e-07]    [1.54e-06, 1.69e-06, 3.26e-06, 3.59e-06, 1.55e-06, 7.19e-07, 1.14e-06, 1.46e-08, 2.40e-08, 2.13e-08, 7.88e-07, 1.38e-06, 7.80e-07, 1.05e-06, 2.23e-09, 4.87e-10, 1.45e-08, 2.43e-08, 3.29e-09, 1.31e-10, 2.27e-08, 1.21e-07]    []  
21900     [1.94e-06, 1.76e-06, 3.21e-06, 3.37e-06, 1.62e-06, 7.55e-07, 1.19e-06, 1.58e-06, 1.82e-07, 4.88e-07, 2.21e-06, 1.89e-06, 4.61e-06, 2.23e-06, 1.07e-08, 5.29e-09, 7.55e-08, 2.98e-09, 9.08e-09, 0.00e+00, 3.45e-06, 1.60e-06]    [1.94e-06, 1.76e-06, 3.21e-06, 3.37e-06, 1.62e-06, 7.55e-07, 1.19e-06, 1.58e-06, 1.82e-07, 4.88e-07, 2.21e-06, 1.89e-06, 4.61e-06, 2.23e-06, 1.07e-08, 5.29e-09, 7.55e-08, 2.98e-09, 9.08e-09, 0.00e+00, 3.45e-06, 1.60e-06]    []  
22000     [2.19e-06, 1.73e-06, 3.29e-06, 3.53e-06, 1.47e-06, 7.41e-07, 1.16e-06, 3.17e-08, 8.11e-08, 1.56e-07, 2.01e-06, 3.95e-06, 3.42e-06, 1.81e-05, 2.33e-07, 1.97e-07, 1.52e-07, 7.74e-08, 1.55e-08, 3.04e-07, 9.52e-08, 1.86e-06]    [2.19e-06, 1.73e-06, 3.29e-06, 3.53e-06, 1.47e-06, 7.41e-07, 1.16e-06, 3.17e-08, 8.11e-08, 1.56e-07, 2.01e-06, 3.95e-06, 3.42e-06, 1.81e-05, 2.33e-07, 1.97e-07, 1.52e-07, 7.74e-08, 1.55e-08, 3.04e-07, 9.52e-08, 1.86e-06]    []  

Best model at step 21809:
  train loss: 1.65e-05
  test loss: 1.65e-05
  test metric: []

'train' took 48.007207 s

Best train step: 21809
lambda_a: 5.270905238428667
lambda_b: 6.396373119165336
kappa_a: 1.3545345448459034
kappa_b: 1.3747271505859113
Best train step: 21809
lambda_a: 1.6622021198
lambda_b: 1.8557311296
kappa_a: 0.30345788598
kappa_b: 0.31825527549
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

TOTAL_ITER = 100_000
try:
    while True:
        # for n in range(TOTAL_ITER//plot_every):
        model.train_model(iterations=plot_every, print_every=hyper_print_every, use_LBFGSB=False)
        params_nn, best_step = model.get_best_params(out_func=np.exp) # parameters need to be extracted with the exponential functino as they have been modelled in logspace
        if best_step > prev_best_step:
            prev_best_step = best_step
            break
        elif iters >= TOTAL_ITER:
            break
except KeyboardInterrupt:
    print("Training ended prematurely")

params_nn, best_step = model.get_best_params() # parameters need to be extracted with the exponential functino as they have been modelled in logspace
print(static_parameters, sep="\n")
t_nn_param, wsol_nn_param, wsol_sird_nn_param = solver(*params_nn)
# params_nn= tuple(np.exp([*params_nn]))
# print(*params_nn)
model.set_synthetic_data(t_synth, solution_synth_full) 
model.set_nn_synthetic_data(t_nn_param, wsol_nn_param, wsol_sird_nn_param)
plot = Plot(model, values_to_plot=sird_model.initial_conditions_keys) # class that contains plotting functions
plot.show_known_and_prediction()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
22000     [2.19e-06, 1.73e-06, 3.29e-06, 3.53e-06, 1.47e-06, 7.41e-07, 1.16e-06, 3.17e-08, 8.11e-08, 1.56e-07, 2.01e-06, 3.95e-06, 3.42e-06, 1.81e-05, 2.33e-07, 1.97e-07, 1.52e-07, 7.74e-08, 1.55e-08, 3.04e-07, 9.52e-08, 1.86e-06]    [2.19e-06, 1.73e-06, 3.29e-06, 3.53e-06, 1.47e-06, 7.41e-07, 1.16e-06, 3.17e-08, 8.11e-08, 1.56e-07, 2.01e-06, 3.95e-06, 3.42e-06, 1.81e-05, 2.33e-07, 1.97e-07, 1.52e-07, 7.74e-08, 1.55e-08, 3.04e-07, 9.52e-08, 1.86e-06]    []  
22100     [4.59e-06, 1.84e-06, 3.52e-06, 3.66e-06, 1.53e-06, 8.47e-07, 1.26e-06, 4.10e-08, 8.96e-08, 1.20e-06, 3.59e-05, 4.73e-05, 1.87e-04, 3.83e-04, 3.26e-06, 3.32e-06, 3.27e-06, 3.08e-06, 1.29e-08, 0.00e+00, 6.72e-08, 5.49e-07]    [4.59e-06, 1.84e-06, 3.52e-06, 3.66e-06, 1.53e-06, 8.47e-07, 1.26e-06, 4.10e-08, 8.96e-08, 1.20e-06, 3.59e-05, 4.73e-05, 1.87e-04, 3.83e-04, 3.26e-06, 3.32e-06, 3.27e-06, 3.08e-06, 1.29e-08, 0.00e+00, 6.72e-08, 5.49e-07]    []  
22200     [1.98e-06, 2.05e-06, 3.27e-06, 3.55e-06, 2.01e-06, 8.36e-07, 1.61e-06, 1.33e-06, 1.21e-05, 3.85e-06, 8.88e-05, 6.35e-05, 1.55e-04, 1.42e-05, 1.17e-07, 9.75e-09, 3.67e-06, 3.64e-06, 7.48e-07, 9.32e-08, 4.78e-06, 5.31e-05]    [1.98e-06, 2.05e-06, 3.27e-06, 3.55e-06, 2.01e-06, 8.36e-07, 1.61e-06, 1.33e-06, 1.21e-05, 3.85e-06, 8.88e-05, 6.35e-05, 1.55e-04, 1.42e-05, 1.17e-07, 9.75e-09, 3.67e-06, 3.64e-06, 7.48e-07, 9.32e-08, 4.78e-06, 5.31e-05]    []  
22300     [1.04e-05, 2.36e-06, 4.94e-06, 5.19e-06, 3.58e-06, 9.45e-07, 1.35e-06, 1.17e-06, 6.39e-08, 2.13e-06, 8.21e-05, 2.80e-04, 5.88e-04, 1.71e-03, 7.20e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.10e-09, 6.40e-06, 1.17e-07]    [1.04e-05, 2.36e-06, 4.94e-06, 5.19e-06, 3.58e-06, 9.45e-07, 1.35e-06, 1.17e-06, 6.39e-08, 2.13e-06, 8.21e-05, 2.80e-04, 5.88e-04, 1.71e-03, 7.20e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.10e-09, 6.40e-06, 1.17e-07]    []  
22400     [1.37e-05, 2.37e-06, 4.63e-06, 4.38e-06, 2.43e-06, 1.04e-06, 1.66e-06, 3.27e-10, 1.09e-07, 1.09e-05, 1.02e-04, 2.49e-04, 4.85e-04, 1.81e-03, 2.00e-05, 2.89e-05, 8.11e-06, 1.22e-05, 7.01e-09, 4.23e-09, 3.97e-08, 4.97e-08]    [1.37e-05, 2.37e-06, 4.63e-06, 4.38e-06, 2.43e-06, 1.04e-06, 1.66e-06, 3.27e-10, 1.09e-07, 1.09e-05, 1.02e-04, 2.49e-04, 4.85e-04, 1.81e-03, 2.00e-05, 2.89e-05, 8.11e-06, 1.22e-05, 7.01e-09, 4.23e-09, 3.97e-08, 4.97e-08]    []  
22500     [3.56e-06, 1.80e-06, 3.37e-06, 4.07e-06, 1.44e-06, 9.32e-07, 1.34e-06, 3.73e-07, 7.84e-09, 6.64e-06, 1.39e-05, 3.11e-05, 9.03e-06, 7.54e-05, 1.58e-06, 5.31e-07, 2.04e-06, 4.75e-07, 1.03e-07, 1.46e-08, 6.65e-07, 1.08e-07]    [3.56e-06, 1.80e-06, 3.37e-06, 4.07e-06, 1.44e-06, 9.32e-07, 1.34e-06, 3.73e-07, 7.84e-09, 6.64e-06, 1.39e-05, 3.11e-05, 9.03e-06, 7.54e-05, 1.58e-06, 5.31e-07, 2.04e-06, 4.75e-07, 1.03e-07, 1.46e-08, 6.65e-07, 1.08e-07]    []  
22600     [1.74e-05, 2.54e-06, 5.60e-06, 5.08e-06, 3.52e-06, 1.22e-06, 1.98e-06, 1.52e-08, 7.80e-06, 4.46e-05, 1.78e-04, 8.88e-04, 1.16e-04, 1.90e-03, 5.04e-08, 6.25e-08, 1.22e-07, 5.52e-11, 1.37e-10, 0.00e+00, 2.81e-06, 2.77e-06]    [1.74e-05, 2.54e-06, 5.60e-06, 5.08e-06, 3.52e-06, 1.22e-06, 1.98e-06, 1.52e-08, 7.80e-06, 4.46e-05, 1.78e-04, 8.88e-04, 1.16e-04, 1.90e-03, 5.04e-08, 6.25e-08, 1.22e-07, 5.52e-11, 1.37e-10, 0.00e+00, 2.81e-06, 2.77e-06]    []  
22700     [1.59e-06, 1.71e-06, 3.27e-06, 3.29e-06, 1.62e-06, 6.11e-07, 1.08e-06, 1.68e-09, 1.11e-08, 2.83e-10, 6.59e-07, 1.06e-06, 6.78e-07, 1.22e-07, 7.46e-09, 6.30e-09, 1.40e-08, 1.47e-08, 1.34e-08, 2.54e-09, 7.32e-08, 6.79e-08]    [1.59e-06, 1.71e-06, 3.27e-06, 3.29e-06, 1.62e-06, 6.11e-07, 1.08e-06, 1.68e-09, 1.11e-08, 2.83e-10, 6.59e-07, 1.06e-06, 6.78e-07, 1.22e-07, 7.46e-09, 6.30e-09, 1.40e-08, 1.47e-08, 1.34e-08, 2.54e-09, 7.32e-08, 6.79e-08]    []  
22800     [1.28e-06, 1.66e-06, 3.33e-06, 3.28e-06, 1.81e-06, 6.81e-07, 1.15e-06, 1.25e-07, 1.12e-06, 2.82e-08, 1.07e-06, 4.38e-06, 1.72e-06, 1.31e-05, 1.91e-09, 6.96e-10, 3.54e-10, 1.35e-08, 0.00e+00, 1.22e-07, 7.64e-07, 7.56e-07]    [1.28e-06, 1.66e-06, 3.33e-06, 3.28e-06, 1.81e-06, 6.81e-07, 1.15e-06, 1.25e-07, 1.12e-06, 2.82e-08, 1.07e-06, 4.38e-06, 1.72e-06, 1.31e-05, 1.91e-09, 6.96e-10, 3.54e-10, 1.35e-08, 0.00e+00, 1.22e-07, 7.64e-07, 7.56e-07]    []  
22900     [1.43e-06, 1.65e-06, 3.33e-06, 3.25e-06, 1.80e-06, 6.25e-07, 1.15e-06, 2.05e-08, 3.93e-09, 4.44e-09, 1.53e-06, 1.84e-06, 5.90e-06, 8.96e-06, 1.42e-09, 2.68e-12, 1.45e-09, 9.34e-10, 6.53e-09, 3.06e-08, 3.74e-08, 1.53e-07]    [1.43e-06, 1.65e-06, 3.33e-06, 3.25e-06, 1.80e-06, 6.25e-07, 1.15e-06, 2.05e-08, 3.93e-09, 4.44e-09, 1.53e-06, 1.84e-06, 5.90e-06, 8.96e-06, 1.42e-09, 2.68e-12, 1.45e-09, 9.34e-10, 6.53e-09, 3.06e-08, 3.74e-08, 1.53e-07]    []  
23000     [4.00e-06, 1.89e-06, 4.10e-06, 3.88e-06, 2.81e-06, 6.31e-07, 1.14e-06, 1.03e-07, 9.36e-07, 4.22e-07, 5.05e-05, 8.35e-05, 2.96e-04, 5.71e-04, 4.05e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.60e-08, 3.75e-07, 1.83e-07, 2.50e-06]    [4.00e-06, 1.89e-06, 4.10e-06, 3.88e-06, 2.81e-06, 6.31e-07, 1.14e-06, 1.03e-07, 9.36e-07, 4.22e-07, 5.05e-05, 8.35e-05, 2.96e-04, 5.71e-04, 4.05e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.60e-08, 3.75e-07, 1.83e-07, 2.50e-06]    []  
23100     [2.19e-06, 1.60e-06, 3.53e-06, 3.66e-06, 1.96e-06, 6.57e-07, 1.24e-06, 1.20e-06, 2.98e-08, 1.27e-06, 5.32e-06, 2.39e-05, 2.99e-05, 1.34e-04, 1.14e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.97e-08, 5.45e-06, 5.97e-07]    [2.19e-06, 1.60e-06, 3.53e-06, 3.66e-06, 1.96e-06, 6.57e-07, 1.24e-06, 1.20e-06, 2.98e-08, 1.27e-06, 5.32e-06, 2.39e-05, 2.99e-05, 1.34e-04, 1.14e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.97e-08, 5.45e-06, 5.97e-07]    []  
23200     [1.84e-06, 1.66e-06, 3.36e-06, 3.22e-06, 1.75e-06, 5.79e-07, 1.16e-06, 1.54e-07, 6.40e-07, 2.36e-07, 2.16e-06, 3.11e-06, 2.80e-06, 1.84e-06, 9.45e-08, 1.49e-07, 1.40e-08, 1.50e-08, 7.41e-08, 8.15e-07, 4.56e-07, 5.15e-06]    [1.84e-06, 1.66e-06, 3.36e-06, 3.22e-06, 1.75e-06, 5.79e-07, 1.16e-06, 1.54e-07, 6.40e-07, 2.36e-07, 2.16e-06, 3.11e-06, 2.80e-06, 1.84e-06, 9.45e-08, 1.49e-07, 1.40e-08, 1.50e-08, 7.41e-08, 8.15e-07, 4.56e-07, 5.15e-06]    []  
23300     [2.02e-06, 1.83e-06, 3.41e-06, 3.16e-06, 1.78e-06, 5.77e-07, 1.14e-06, 2.08e-07, 2.57e-08, 3.86e-07, 7.53e-06, 5.77e-06, 2.25e-05, 1.81e-05, 1.47e-07, 2.74e-07, 5.07e-07, 3.05e-07, 2.69e-08, 4.19e-09, 1.32e-07, 1.11e-07]    [2.02e-06, 1.83e-06, 3.41e-06, 3.16e-06, 1.78e-06, 5.77e-07, 1.14e-06, 2.08e-07, 2.57e-08, 3.86e-07, 7.53e-06, 5.77e-06, 2.25e-05, 1.81e-05, 1.47e-07, 2.74e-07, 5.07e-07, 3.05e-07, 2.69e-08, 4.19e-09, 1.32e-07, 1.11e-07]    []  
23400     [2.30e-06, 1.90e-06, 3.40e-06, 2.96e-06, 2.27e-06, 5.80e-07, 1.47e-06, 1.15e-07, 2.16e-06, 4.72e-07, 6.06e-06, 6.57e-06, 9.81e-06, 1.40e-06, 2.14e-07, 8.49e-08, 8.58e-08, 1.44e-07, 1.45e-08, 1.29e-09, 9.62e-08, 8.74e-07]    [2.30e-06, 1.90e-06, 3.40e-06, 2.96e-06, 2.27e-06, 5.80e-07, 1.47e-06, 1.15e-07, 2.16e-06, 4.72e-07, 6.06e-06, 6.57e-06, 9.81e-06, 1.40e-06, 2.14e-07, 8.49e-08, 8.58e-08, 1.44e-07, 1.45e-08, 1.29e-09, 9.62e-08, 8.74e-07]    []  
23500     [2.48e-06, 1.69e-06, 3.39e-06, 3.34e-06, 1.94e-06, 5.88e-07, 1.22e-06, 3.47e-07, 1.71e-07, 4.76e-07, 6.01e-05, 3.85e-05, 1.93e-04, 8.36e-05, 1.52e-08, 7.13e-07, 0.00e+00, 0.00e+00, 1.32e-07, 1.33e-08, 8.22e-07, 2.25e-07]    [2.48e-06, 1.69e-06, 3.39e-06, 3.34e-06, 1.94e-06, 5.88e-07, 1.22e-06, 3.47e-07, 1.71e-07, 4.76e-07, 6.01e-05, 3.85e-05, 1.93e-04, 8.36e-05, 1.52e-08, 7.13e-07, 0.00e+00, 0.00e+00, 1.32e-07, 1.33e-08, 8.22e-07, 2.25e-07]    []  
23600     [2.40e-06, 1.70e-06, 3.38e-06, 3.04e-06, 1.65e-06, 5.77e-07, 1.10e-06, 4.89e-07, 4.50e-09, 1.87e-07, 4.25e-06, 9.02e-06, 1.75e-05, 5.34e-05, 7.70e-07, 5.35e-07, 7.35e-07, 2.33e-07, 3.20e-09, 1.98e-10, 2.24e-06, 7.63e-08]    [2.40e-06, 1.70e-06, 3.38e-06, 3.04e-06, 1.65e-06, 5.77e-07, 1.10e-06, 4.89e-07, 4.50e-09, 1.87e-07, 4.25e-06, 9.02e-06, 1.75e-05, 5.34e-05, 7.70e-07, 5.35e-07, 7.35e-07, 2.33e-07, 3.20e-09, 1.98e-10, 2.24e-06, 7.63e-08]    []  
23700     [1.58e-06, 1.65e-06, 3.36e-06, 3.11e-06, 1.70e-06, 5.23e-07, 1.10e-06, 2.11e-06, 1.59e-08, 2.05e-08, 1.65e-06, 1.66e-06, 5.93e-06, 5.24e-06, 9.73e-08, 2.33e-08, 4.36e-08, 1.09e-07, 1.16e-07, 3.77e-10, 7.77e-07, 1.30e-07]    [1.58e-06, 1.65e-06, 3.36e-06, 3.11e-06, 1.70e-06, 5.23e-07, 1.10e-06, 2.11e-06, 1.59e-08, 2.05e-08, 1.65e-06, 1.66e-06, 5.93e-06, 5.24e-06, 9.73e-08, 2.33e-08, 4.36e-08, 1.09e-07, 1.16e-07, 3.77e-10, 7.77e-07, 1.30e-07]    []  
23800     [1.60e-06, 1.63e-06, 3.41e-06, 3.11e-06, 1.83e-06, 5.51e-07, 1.08e-06, 8.57e-09, 1.93e-07, 2.33e-08, 6.81e-07, 1.60e-06, 7.97e-07, 4.20e-06, 1.39e-07, 8.20e-08, 1.05e-07, 8.87e-09, 5.80e-07, 1.48e-07, 3.25e-06, 9.34e-07]    [1.60e-06, 1.63e-06, 3.41e-06, 3.11e-06, 1.83e-06, 5.51e-07, 1.08e-06, 8.57e-09, 1.93e-07, 2.33e-08, 6.81e-07, 1.60e-06, 7.97e-07, 4.20e-06, 1.39e-07, 8.20e-08, 1.05e-07, 8.87e-09, 5.80e-07, 1.48e-07, 3.25e-06, 9.34e-07]    []  
23900     [1.65e-06, 1.63e-06, 3.39e-06, 3.05e-06, 1.77e-06, 4.72e-07, 1.09e-06, 2.86e-08, 3.03e-07, 1.46e-07, 7.02e-07, 1.55e-06, 2.53e-06, 6.62e-06, 1.21e-07, 1.04e-07, 5.87e-08, 5.38e-08, 7.02e-09, 2.49e-07, 7.97e-08, 1.56e-06]    [1.65e-06, 1.63e-06, 3.39e-06, 3.05e-06, 1.77e-06, 4.72e-07, 1.09e-06, 2.86e-08, 3.03e-07, 1.46e-07, 7.02e-07, 1.55e-06, 2.53e-06, 6.62e-06, 1.21e-07, 1.04e-07, 5.87e-08, 5.38e-08, 7.02e-09, 2.49e-07, 7.97e-08, 1.56e-06]    []  
24000     [4.06e-06, 1.72e-06, 3.66e-06, 3.28e-06, 1.91e-06, 6.12e-07, 1.19e-06, 4.20e-07, 6.87e-08, 4.17e-07, 3.16e-05, 3.87e-05, 1.57e-04, 2.99e-04, 2.42e-06, 2.92e-06, 2.31e-06, 3.20e-06, 7.34e-07, 3.90e-07, 4.35e-06, 2.50e-06]    [4.06e-06, 1.72e-06, 3.66e-06, 3.28e-06, 1.91e-06, 6.12e-07, 1.19e-06, 4.20e-07, 6.87e-08, 4.17e-07, 3.16e-05, 3.87e-05, 1.57e-04, 2.99e-04, 2.42e-06, 2.92e-06, 2.31e-06, 3.20e-06, 7.34e-07, 3.90e-07, 4.35e-06, 2.50e-06]    []  

Best model at step 23339:
  train loss: 1.57e-05
  test loss: 1.57e-05
  test metric: []

'train' took 52.887136 s

Best train step: 23339
lambda_a: 5.054069897980571
lambda_b: 6.478867012971448
kappa_a: 1.3361594171634177
kappa_b: 1.3957776956977146
Best train step: 23339
lambda_a: 1.6201938391
lambda_b: 1.8685456514
kappa_a: 0.28979939222
kappa_b: 0.33345174789
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

TOTAL_ITER = 100_000
try:
    while True:
        # for n in range(TOTAL_ITER//plot_every):
        model.train_model(iterations=plot_every, print_every=hyper_print_every, use_LBFGSB=False)
        params_nn, best_step = model.get_best_params(out_func=np.exp) # parameters need to be extracted with the exponential functino as they have been modelled in logspace
        if best_step > prev_best_step:
            prev_best_step = best_step
            break
        elif iters >= TOTAL_ITER:
            break
except KeyboardInterrupt:
    print("Training ended prematurely")

params_nn, best_step = model.get_best_params() # parameters need to be extracted with the exponential functino as they have been modelled in logspace
print(static_parameters, sep="\n")
t_nn_param, wsol_nn_param, wsol_sird_nn_param = solver(*params_nn)
# params_nn= tuple(np.exp([*params_nn]))
# print(*params_nn)
model.set_synthetic_data(t_synth, solution_synth_full) 
model.set_nn_synthetic_data(t_nn_param, wsol_nn_param, wsol_sird_nn_param)
plot = Plot(model, values_to_plot=sird_model.initial_conditions_keys) # class that contains plotting functions
plot.show_known_and_prediction()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
24000     [4.06e-06, 1.72e-06, 3.66e-06, 3.28e-06, 1.91e-06, 6.12e-07, 1.19e-06, 4.20e-07, 6.87e-08, 4.17e-07, 3.16e-05, 3.87e-05, 1.57e-04, 2.99e-04, 2.42e-06, 2.92e-06, 2.31e-06, 3.20e-06, 7.34e-07, 3.90e-07, 4.35e-06, 2.50e-06]    [4.06e-06, 1.72e-06, 3.66e-06, 3.28e-06, 1.91e-06, 6.12e-07, 1.19e-06, 4.20e-07, 6.87e-08, 4.17e-07, 3.16e-05, 3.87e-05, 1.57e-04, 2.99e-04, 2.42e-06, 2.92e-06, 2.31e-06, 3.20e-06, 7.34e-07, 3.90e-07, 4.35e-06, 2.50e-06]    []  
24100     [2.37e-03, 5.66e-04, 7.80e-04, 8.60e-05, 1.51e-04, 3.62e-05, 4.06e-05, 6.12e-06, 4.24e-04, 2.91e-03, 1.26e-02, 5.58e-02, 2.18e-02, 1.60e-01, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.21e-03, 2.36e-04, 4.63e-03, 1.22e-03]    [2.37e-03, 5.66e-04, 7.80e-04, 8.60e-05, 1.51e-04, 3.62e-05, 4.06e-05, 6.12e-06, 4.24e-04, 2.91e-03, 1.26e-02, 5.58e-02, 2.18e-02, 1.60e-01, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.21e-03, 2.36e-04, 4.63e-03, 1.22e-03]    []  
24200     [2.21e-05, 4.38e-06, 1.38e-05, 9.67e-06, 1.20e-05, 1.01e-06, 7.16e-06, 3.42e-06, 6.44e-07, 6.92e-07, 3.67e-05, 6.47e-04, 7.77e-04, 2.08e-05, 2.53e-06, 1.50e-06, 1.34e-06, 1.68e-06, 8.32e-07, 1.51e-07, 3.42e-06, 4.44e-06]    [2.21e-05, 4.38e-06, 1.38e-05, 9.67e-06, 1.20e-05, 1.01e-06, 7.16e-06, 3.42e-06, 6.44e-07, 6.92e-07, 3.67e-05, 6.47e-04, 7.77e-04, 2.08e-05, 2.53e-06, 1.50e-06, 1.34e-06, 1.68e-06, 8.32e-07, 1.51e-07, 3.42e-06, 4.44e-06]    []  
24300     [1.74e-05, 3.65e-06, 7.96e-06, 4.35e-06, 9.90e-06, 1.28e-06, 3.83e-06, 1.94e-09, 6.84e-08, 2.63e-08, 2.67e-05, 6.31e-04, 7.23e-04, 8.43e-06, 1.19e-06, 2.07e-06, 4.18e-06, 3.86e-06, 1.81e-07, 1.19e-07, 1.27e-06, 6.11e-07]    [1.74e-05, 3.65e-06, 7.96e-06, 4.35e-06, 9.90e-06, 1.28e-06, 3.83e-06, 1.94e-09, 6.84e-08, 2.63e-08, 2.67e-05, 6.31e-04, 7.23e-04, 8.43e-06, 1.19e-06, 2.07e-06, 4.18e-06, 3.86e-06, 1.81e-07, 1.19e-07, 1.27e-06, 6.11e-07]    []  
24400     [1.35e-05, 2.60e-06, 4.43e-06, 2.15e-06, 3.91e-06, 5.46e-07, 3.28e-06, 2.75e-09, 4.06e-10, 7.78e-11, 2.01e-05, 6.23e-04, 6.95e-04, 4.77e-06, 4.14e-07, 6.15e-07, 6.39e-07, 1.45e-06, 8.07e-08, 8.47e-08, 3.48e-07, 5.71e-07]    [1.35e-05, 2.60e-06, 4.43e-06, 2.15e-06, 3.91e-06, 5.46e-07, 3.28e-06, 2.75e-09, 4.06e-10, 7.78e-11, 2.01e-05, 6.23e-04, 6.95e-04, 4.77e-06, 4.14e-07, 6.15e-07, 6.39e-07, 1.45e-06, 8.07e-08, 8.47e-08, 3.48e-07, 5.71e-07]    []  
24500     [1.09e-05, 1.76e-06, 2.56e-06, 1.59e-06, 2.86e-06, 3.62e-07, 2.76e-06, 1.45e-09, 2.32e-10, 2.11e-09, 2.34e-05, 5.98e-04, 6.39e-04, 4.26e-06, 2.91e-07, 4.02e-07, 5.66e-07, 1.32e-06, 7.04e-08, 7.43e-08, 2.39e-07, 5.79e-07]    [1.09e-05, 1.76e-06, 2.56e-06, 1.59e-06, 2.86e-06, 3.62e-07, 2.76e-06, 1.45e-09, 2.32e-10, 2.11e-09, 2.34e-05, 5.98e-04, 6.39e-04, 4.26e-06, 2.91e-07, 4.02e-07, 5.66e-07, 1.32e-06, 7.04e-08, 7.43e-08, 2.39e-07, 5.79e-07]    []  
24600     [1.33e-05, 1.44e-06, 1.74e-06, 1.09e-06, 4.14e-06, 2.95e-07, 2.27e-06, 9.11e-11, 3.99e-08, 1.62e-09, 3.00e-05, 1.83e-04, 1.51e-04, 3.78e-06, 6.89e-07, 6.89e-07, 1.16e-06, 3.74e-06, 9.52e-08, 7.34e-08, 4.01e-07, 9.49e-07]    [1.33e-05, 1.44e-06, 1.74e-06, 1.09e-06, 4.14e-06, 2.95e-07, 2.27e-06, 9.11e-11, 3.99e-08, 1.62e-09, 3.00e-05, 1.83e-04, 1.51e-04, 3.78e-06, 6.89e-07, 6.89e-07, 1.16e-06, 3.74e-06, 9.52e-08, 7.34e-08, 4.01e-07, 9.49e-07]    []  
24700     [1.15e-05, 1.71e-06, 2.22e-06, 1.14e-06, 3.75e-06, 2.69e-07, 2.41e-06, 4.92e-10, 3.37e-08, 6.41e-12, 2.17e-05, 1.26e-04, 9.45e-05, 3.26e-06, 1.03e-06, 9.29e-07, 5.52e-07, 1.60e-06, 8.65e-08, 6.63e-08, 3.80e-07, 5.81e-07]    [1.15e-05, 1.71e-06, 2.22e-06, 1.14e-06, 3.75e-06, 2.69e-07, 2.41e-06, 4.92e-10, 3.37e-08, 6.41e-12, 2.17e-05, 1.26e-04, 9.45e-05, 3.26e-06, 1.03e-06, 9.29e-07, 5.52e-07, 1.60e-06, 8.65e-08, 6.63e-08, 3.80e-07, 5.81e-07]    []  
24800     [9.99e-06, 1.85e-06, 2.76e-06, 1.34e-06, 3.36e-06, 2.66e-07, 2.56e-06, 3.18e-09, 3.17e-08, 5.12e-09, 2.06e-05, 1.03e-04, 7.16e-05, 3.11e-06, 1.14e-06, 1.12e-06, 3.66e-07, 7.08e-07, 9.78e-08, 4.82e-08, 3.74e-07, 4.37e-07]    [9.99e-06, 1.85e-06, 2.76e-06, 1.34e-06, 3.36e-06, 2.66e-07, 2.56e-06, 3.18e-09, 3.17e-08, 5.12e-09, 2.06e-05, 1.03e-04, 7.16e-05, 3.11e-06, 1.14e-06, 1.12e-06, 3.66e-07, 7.08e-07, 9.78e-08, 4.82e-08, 3.74e-07, 4.37e-07]    []  
24900     [8.45e-06, 2.01e-06, 3.42e-06, 1.62e-06, 2.88e-06, 2.86e-07, 2.60e-06, 2.58e-09, 3.04e-08, 8.94e-09, 1.16e-04, 1.03e-04, 1.31e-04, 7.36e-06, 1.32e-06, 1.48e-06, 1.53e-07, 1.64e-06, 1.05e-07, 4.38e-08, 4.29e-07, 3.58e-07]    [8.45e-06, 2.01e-06, 3.42e-06, 1.62e-06, 2.88e-06, 2.86e-07, 2.60e-06, 2.58e-09, 3.04e-08, 8.94e-09, 1.16e-04, 1.03e-04, 1.31e-04, 7.36e-06, 1.32e-06, 1.48e-06, 1.53e-07, 1.64e-06, 1.05e-07, 4.38e-08, 4.29e-07, 3.58e-07]    []  
25000     [8.35e-06, 2.15e-06, 4.14e-06, 1.76e-06, 3.23e-06, 3.14e-07, 2.98e-06, 7.00e-10, 7.27e-10, 7.47e-10, 1.15e-05, 5.01e-05, 3.85e-05, 3.93e-06, 1.09e-06, 9.01e-07, 3.75e-07, 1.48e-07, 1.03e-07, 2.27e-08, 3.02e-07, 2.94e-07]    [8.35e-06, 2.15e-06, 4.14e-06, 1.76e-06, 3.23e-06, 3.14e-07, 2.98e-06, 7.00e-10, 7.27e-10, 7.47e-10, 1.15e-05, 5.01e-05, 3.85e-05, 3.93e-06, 1.09e-06, 9.01e-07, 3.75e-07, 1.48e-07, 1.03e-07, 2.27e-08, 3.02e-07, 2.94e-07]    []  
25100     [7.45e-06, 2.18e-06, 4.59e-06, 1.95e-06, 3.50e-06, 3.16e-07, 3.09e-06, 1.11e-09, 4.87e-10, 1.60e-13, 3.07e-05, 3.90e-05, 4.68e-05, 4.70e-06, 8.60e-07, 6.37e-07, 3.36e-07, 2.53e-07, 8.24e-08, 1.34e-08, 2.28e-07, 3.33e-07]    [7.45e-06, 2.18e-06, 4.59e-06, 1.95e-06, 3.50e-06, 3.16e-07, 3.09e-06, 1.11e-09, 4.87e-10, 1.60e-13, 3.07e-05, 3.90e-05, 4.68e-05, 4.70e-06, 8.60e-07, 6.37e-07, 3.36e-07, 2.53e-07, 8.24e-08, 1.34e-08, 2.28e-07, 3.33e-07]    []  
25200     [6.60e-06, 2.18e-06, 4.85e-06, 2.13e-06, 3.59e-06, 2.89e-07, 3.00e-06, 1.91e-10, 8.86e-10, 2.91e-10, 2.77e-05, 2.86e-05, 3.89e-05, 4.56e-06, 7.02e-07, 4.37e-07, 4.68e-07, 2.51e-07, 5.54e-08, 1.03e-08, 1.67e-07, 3.39e-07]    [6.60e-06, 2.18e-06, 4.85e-06, 2.13e-06, 3.59e-06, 2.89e-07, 3.00e-06, 1.91e-10, 8.86e-10, 2.91e-10, 2.77e-05, 2.86e-05, 3.89e-05, 4.56e-06, 7.02e-07, 4.37e-07, 4.68e-07, 2.51e-07, 5.54e-08, 1.03e-08, 1.67e-07, 3.39e-07]    []  
25300     [5.65e-06, 2.14e-06, 4.81e-06, 2.21e-06, 3.29e-06, 2.48e-07, 2.69e-06, 3.65e-10, 1.43e-09, 1.43e-09, 6.92e-05, 3.18e-05, 7.75e-05, 1.13e-05, 7.72e-07, 5.08e-07, 1.10e-06, 1.11e-06, 3.56e-08, 1.83e-08, 1.38e-07, 3.28e-07]    [5.65e-06, 2.14e-06, 4.81e-06, 2.21e-06, 3.29e-06, 2.48e-07, 2.69e-06, 3.65e-10, 1.43e-09, 1.43e-09, 6.92e-05, 3.18e-05, 7.75e-05, 1.13e-05, 7.72e-07, 5.08e-07, 1.10e-06, 1.11e-06, 3.56e-08, 1.83e-08, 1.38e-07, 3.28e-07]    []  
25400     [5.44e-06, 2.13e-06, 5.08e-06, 2.32e-06, 3.53e-06, 2.18e-07, 2.68e-06, 2.57e-10, 1.41e-09, 1.24e-08, 1.14e-05, 1.73e-05, 2.07e-05, 7.76e-06, 4.38e-07, 2.59e-07, 4.66e-07, 1.65e-07, 2.90e-08, 1.16e-08, 1.16e-07, 3.62e-07]    [5.44e-06, 2.13e-06, 5.08e-06, 2.32e-06, 3.53e-06, 2.18e-07, 2.68e-06, 2.57e-10, 1.41e-09, 1.24e-08, 1.14e-05, 1.73e-05, 2.07e-05, 7.76e-06, 4.38e-07, 2.59e-07, 4.66e-07, 1.65e-07, 2.90e-08, 1.16e-08, 1.16e-07, 3.62e-07]    []  
25500     [7.26e-06, 2.44e-06, 6.26e-06, 3.31e-06, 5.08e-06, 1.97e-07, 2.82e-06, 4.86e-10, 1.70e-08, 3.71e-06, 7.60e-05, 1.86e-04, 3.38e-04, 9.23e-04, 2.27e-08, 1.02e-08, 1.26e-09, 4.09e-08, 3.25e-08, 5.85e-09, 1.15e-07, 3.76e-07]    [7.26e-06, 2.44e-06, 6.26e-06, 3.31e-06, 5.08e-06, 1.97e-07, 2.82e-06, 4.86e-10, 1.70e-08, 3.71e-06, 7.60e-05, 1.86e-04, 3.38e-04, 9.23e-04, 2.27e-08, 1.02e-08, 1.26e-09, 4.09e-08, 3.25e-08, 5.85e-09, 1.15e-07, 3.76e-07]    []  
25600     [7.72e-06, 2.17e-06, 5.24e-06, 2.61e-06, 3.15e-06, 1.93e-07, 2.69e-06, 8.24e-10, 3.18e-08, 6.15e-07, 1.95e-05, 4.05e-05, 6.28e-05, 1.88e-04, 1.62e-06, 1.94e-06, 2.34e-06, 2.36e-06, 2.67e-08, 1.57e-08, 1.03e-07, 2.79e-07]    [7.72e-06, 2.17e-06, 5.24e-06, 2.61e-06, 3.15e-06, 1.93e-07, 2.69e-06, 8.24e-10, 3.18e-08, 6.15e-07, 1.95e-05, 4.05e-05, 6.28e-05, 1.88e-04, 1.62e-06, 1.94e-06, 2.34e-06, 2.36e-06, 2.67e-08, 1.57e-08, 1.03e-07, 2.79e-07]    []  
25700     [4.80e-06, 2.01e-06, 4.96e-06, 2.27e-06, 3.25e-06, 1.47e-07, 2.51e-06, 4.34e-09, 2.28e-09, 9.35e-10, 4.88e-06, 1.10e-05, 8.38e-06, 1.35e-06, 4.39e-07, 2.95e-07, 5.02e-07, 3.20e-07, 1.64e-08, 3.21e-08, 8.69e-08, 3.69e-07]    [4.80e-06, 2.01e-06, 4.96e-06, 2.27e-06, 3.25e-06, 1.47e-07, 2.51e-06, 4.34e-09, 2.28e-09, 9.35e-10, 4.88e-06, 1.10e-05, 8.38e-06, 1.35e-06, 4.39e-07, 2.95e-07, 5.02e-07, 3.20e-07, 1.64e-08, 3.21e-08, 8.69e-08, 3.69e-07]    []  
25800     [4.73e-06, 2.03e-06, 4.88e-06, 2.31e-06, 3.23e-06, 1.67e-07, 2.99e-06, 3.90e-10, 9.89e-10, 2.61e-09, 4.30e-06, 1.31e-05, 8.96e-06, 2.11e-06, 4.33e-07, 2.41e-07, 3.53e-07, 2.92e-07, 1.95e-08, 1.90e-08, 7.48e-08, 2.83e-07]    [4.73e-06, 2.03e-06, 4.88e-06, 2.31e-06, 3.23e-06, 1.67e-07, 2.99e-06, 3.90e-10, 9.89e-10, 2.61e-09, 4.30e-06, 1.31e-05, 8.96e-06, 2.11e-06, 4.33e-07, 2.41e-07, 3.53e-07, 2.92e-07, 1.95e-08, 1.90e-08, 7.48e-08, 2.83e-07]    []  
25900     [4.32e-06, 1.96e-06, 4.90e-06, 2.22e-06, 3.21e-06, 1.27e-07, 2.67e-06, 2.24e-10, 7.19e-09, 1.43e-11, 4.19e-06, 1.08e-05, 7.85e-06, 7.69e-07, 3.23e-07, 2.12e-07, 3.50e-07, 2.43e-07, 1.48e-08, 3.11e-08, 6.18e-08, 3.25e-07]    [4.32e-06, 1.96e-06, 4.90e-06, 2.22e-06, 3.21e-06, 1.27e-07, 2.67e-06, 2.24e-10, 7.19e-09, 1.43e-11, 4.19e-06, 1.08e-05, 7.85e-06, 7.69e-07, 3.23e-07, 2.12e-07, 3.50e-07, 2.43e-07, 1.48e-08, 3.11e-08, 6.18e-08, 3.25e-07]    []  
26000     [4.07e-06, 1.89e-06, 4.85e-06, 2.16e-06, 3.13e-06, 1.07e-07, 2.51e-06, 2.12e-10, 8.21e-09, 1.96e-08, 4.39e-06, 1.10e-05, 8.86e-06, 4.96e-06, 2.32e-07, 1.46e-07, 2.12e-07, 1.27e-07, 1.39e-08, 3.93e-08, 5.72e-08, 3.27e-07]    [4.07e-06, 1.89e-06, 4.85e-06, 2.16e-06, 3.13e-06, 1.07e-07, 2.51e-06, 2.12e-10, 8.21e-09, 1.96e-08, 4.39e-06, 1.10e-05, 8.86e-06, 4.96e-06, 2.32e-07, 1.46e-07, 2.12e-07, 1.27e-07, 1.39e-08, 3.93e-08, 5.72e-08, 3.27e-07]    []  

Best model at step 23339:
  train loss: 1.57e-05
  test loss: 1.57e-05
  test metric: []

'train' took 50.535042 s

Best train step: 23339
lambda_a: 5.054069897980571
lambda_b: 6.478867012971448
kappa_a: 1.3361594171634177
kappa_b: 1.3957776956977146
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
26000     [4.07e-06, 1.89e-06, 4.85e-06, 2.16e-06, 3.13e-06, 1.07e-07, 2.51e-06, 2.12e-10, 8.21e-09, 1.96e-08, 4.39e-06, 1.10e-05, 8.86e-06, 4.96e-06, 2.32e-07, 1.46e-07, 2.12e-07, 1.27e-07, 1.39e-08, 3.93e-08, 5.72e-08, 3.27e-07]    [4.07e-06, 1.89e-06, 4.85e-06, 2.16e-06, 3.13e-06, 1.07e-07, 2.51e-06, 2.12e-10, 8.21e-09, 1.96e-08, 4.39e-06, 1.10e-05, 8.86e-06, 4.96e-06, 2.32e-07, 1.46e-07, 2.12e-07, 1.27e-07, 1.39e-08, 3.93e-08, 5.72e-08, 3.27e-07]    []  
26100     [3.96e-06, 1.90e-06, 4.77e-06, 2.17e-06, 3.29e-06, 1.49e-07, 3.24e-06, 2.26e-08, 4.45e-08, 5.82e-09, 3.55e-06, 1.26e-05, 9.40e-06, 2.21e-06, 1.59e-07, 1.45e-07, 1.63e-07, 1.46e-07, 6.46e-09, 4.06e-08, 1.46e-07, 2.35e-07]    [3.96e-06, 1.90e-06, 4.77e-06, 2.17e-06, 3.29e-06, 1.49e-07, 3.24e-06, 2.26e-08, 4.45e-08, 5.82e-09, 3.55e-06, 1.26e-05, 9.40e-06, 2.21e-06, 1.59e-07, 1.45e-07, 1.63e-07, 1.46e-07, 6.46e-09, 4.06e-08, 1.46e-07, 2.35e-07]    []  
26200     [3.70e-06, 1.86e-06, 4.83e-06, 2.14e-06, 3.15e-06, 1.12e-07, 2.85e-06, 3.09e-07, 1.54e-09, 1.17e-10, 3.48e-06, 1.05e-05, 7.59e-06, 3.04e-07, 2.00e-07, 1.27e-07, 2.38e-07, 1.95e-07, 1.19e-08, 2.87e-08, 7.89e-08, 2.26e-07]    [3.70e-06, 1.86e-06, 4.83e-06, 2.14e-06, 3.15e-06, 1.12e-07, 2.85e-06, 3.09e-07, 1.54e-09, 1.17e-10, 3.48e-06, 1.05e-05, 7.59e-06, 3.04e-07, 2.00e-07, 1.27e-07, 2.38e-07, 1.95e-07, 1.19e-08, 2.87e-08, 7.89e-08, 2.26e-07]    []  
26300     [3.56e-06, 1.79e-06, 4.75e-06, 2.10e-06, 3.00e-06, 8.93e-08, 2.61e-06, 1.28e-07, 3.03e-09, 1.62e-11, 3.45e-06, 9.27e-06, 6.66e-06, 2.89e-07, 1.86e-07, 1.16e-07, 2.24e-07, 1.80e-07, 9.60e-09, 3.91e-08, 3.90e-08, 2.32e-07]    [3.56e-06, 1.79e-06, 4.75e-06, 2.10e-06, 3.00e-06, 8.93e-08, 2.61e-06, 1.28e-07, 3.03e-09, 1.62e-11, 3.45e-06, 9.27e-06, 6.66e-06, 2.89e-07, 1.86e-07, 1.16e-07, 2.24e-07, 1.80e-07, 9.60e-09, 3.91e-08, 3.90e-08, 2.32e-07]    []  
26400     [3.87e-06, 1.82e-06, 4.50e-06, 1.98e-06, 3.08e-06, 1.30e-07, 2.93e-06, 3.58e-08, 1.04e-07, 5.28e-09, 3.28e-06, 1.18e-05, 9.34e-06, 6.74e-07, 1.42e-07, 4.33e-08, 3.61e-07, 6.39e-07, 1.34e-08, 1.68e-07, 4.65e-08, 8.45e-07]    [3.87e-06, 1.82e-06, 4.50e-06, 1.98e-06, 3.08e-06, 1.30e-07, 2.93e-06, 3.58e-08, 1.04e-07, 5.28e-09, 3.28e-06, 1.18e-05, 9.34e-06, 6.74e-07, 1.42e-07, 4.33e-08, 3.61e-07, 6.39e-07, 1.34e-08, 1.68e-07, 4.65e-08, 8.45e-07]    []  
26500     [3.16e-06, 1.68e-06, 4.74e-06, 2.07e-06, 3.05e-06, 9.88e-08, 2.62e-06, 1.66e-09, 3.37e-11, 3.76e-11, 3.21e-06, 8.83e-06, 6.71e-06, 1.94e-07, 5.35e-08, 4.05e-08, 1.94e-07, 1.53e-07, 1.20e-09, 2.40e-08, 2.43e-07, 1.62e-07]    [3.16e-06, 1.68e-06, 4.74e-06, 2.07e-06, 3.05e-06, 9.88e-08, 2.62e-06, 1.66e-09, 3.37e-11, 3.76e-11, 3.21e-06, 8.83e-06, 6.71e-06, 1.94e-07, 5.35e-08, 4.05e-08, 1.94e-07, 1.53e-07, 1.20e-09, 2.40e-08, 2.43e-07, 1.62e-07]    []  
26600     [2.91e-06, 1.60e-06, 4.79e-06, 2.06e-06, 3.21e-06, 2.02e-06, 2.49e-06, 2.06e-05, 2.56e-06, 4.64e-08, 3.70e-06, 8.64e-06, 6.43e-06, 1.77e-06, 1.77e-08, 1.82e-08, 1.34e-07, 2.71e-07, 1.12e-07, 8.52e-07, 2.26e-04, 5.39e-06]    [2.91e-06, 1.60e-06, 4.79e-06, 2.06e-06, 3.21e-06, 2.02e-06, 2.49e-06, 2.06e-05, 2.56e-06, 4.64e-08, 3.70e-06, 8.64e-06, 6.43e-06, 1.77e-06, 1.77e-08, 1.82e-08, 1.34e-07, 2.71e-07, 1.12e-07, 8.52e-07, 2.26e-04, 5.39e-06]    []  
26700     [2.96e-06, 1.58e-06, 4.57e-06, 2.02e-06, 2.86e-06, 9.69e-08, 2.36e-06, 3.84e-08, 4.71e-08, 2.41e-09, 3.02e-06, 8.32e-06, 5.99e-06, 8.61e-07, 3.96e-08, 1.74e-08, 1.36e-07, 1.26e-07, 1.65e-09, 0.00e+00, 4.76e-08, 1.67e-06]    [2.96e-06, 1.58e-06, 4.57e-06, 2.02e-06, 2.86e-06, 9.69e-08, 2.36e-06, 3.84e-08, 4.71e-08, 2.41e-09, 3.02e-06, 8.32e-06, 5.99e-06, 8.61e-07, 3.96e-08, 1.74e-08, 1.36e-07, 1.26e-07, 1.65e-09, 0.00e+00, 4.76e-08, 1.67e-06]    []  
26800     [1.23e-05, 3.41e-06, 7.98e-06, 3.06e-06, 4.70e-06, 1.83e-07, 2.73e-06, 1.33e-06, 1.48e-07, 4.61e-06, 1.06e-04, 3.41e-04, 2.41e-04, 1.85e-03, 8.98e-08, 1.64e-07, 0.00e+00, 4.43e-10, 0.00e+00, 2.08e-06, 2.29e-06, 1.24e-05]    [1.23e-05, 3.41e-06, 7.98e-06, 3.06e-06, 4.70e-06, 1.83e-07, 2.73e-06, 1.33e-06, 1.48e-07, 4.61e-06, 1.06e-04, 3.41e-04, 2.41e-04, 1.85e-03, 8.98e-08, 1.64e-07, 0.00e+00, 4.43e-10, 0.00e+00, 2.08e-06, 2.29e-06, 1.24e-05]    []  
26900     [2.81e-06, 1.49e-06, 4.59e-06, 2.11e-06, 2.78e-06, 1.02e-07, 2.18e-06, 1.30e-11, 8.99e-09, 3.36e-10, 3.13e-06, 7.01e-06, 4.85e-06, 1.07e-07, 3.84e-08, 2.37e-08, 1.60e-07, 1.22e-07, 7.12e-09, 3.05e-08, 1.70e-08, 1.27e-07]    [2.81e-06, 1.49e-06, 4.59e-06, 2.11e-06, 2.78e-06, 1.02e-07, 2.18e-06, 1.30e-11, 8.99e-09, 3.36e-10, 3.13e-06, 7.01e-06, 4.85e-06, 1.07e-07, 3.84e-08, 2.37e-08, 1.60e-07, 1.22e-07, 7.12e-09, 3.05e-08, 1.70e-08, 1.27e-07]    []  
27000     [2.66e-06, 1.47e-06, 4.52e-06, 2.09e-06, 2.72e-06, 8.86e-08, 2.14e-06, 7.88e-07, 2.50e-08, 4.83e-09, 3.03e-06, 5.95e-06, 4.13e-06, 3.98e-07, 1.79e-08, 2.72e-08, 1.26e-07, 9.12e-08, 1.58e-07, 7.24e-09, 9.56e-07, 2.46e-07]    [2.66e-06, 1.47e-06, 4.52e-06, 2.09e-06, 2.72e-06, 8.86e-08, 2.14e-06, 7.88e-07, 2.50e-08, 4.83e-09, 3.03e-06, 5.95e-06, 4.13e-06, 3.98e-07, 1.79e-08, 2.72e-08, 1.26e-07, 9.12e-08, 1.58e-07, 7.24e-09, 9.56e-07, 2.46e-07]    []  
27100     [2.93e-06, 1.41e-06, 4.39e-06, 2.04e-06, 2.63e-06, 1.35e-07, 1.95e-06, 4.75e-06, 3.42e-06, 3.48e-09, 3.86e-06, 6.94e-06, 4.94e-06, 2.56e-07, 3.22e-08, 2.53e-08, 2.29e-07, 3.53e-07, 7.51e-08, 1.31e-07, 8.26e-07, 8.91e-07]    [2.93e-06, 1.41e-06, 4.39e-06, 2.04e-06, 2.63e-06, 1.35e-07, 1.95e-06, 4.75e-06, 3.42e-06, 3.48e-09, 3.86e-06, 6.94e-06, 4.94e-06, 2.56e-07, 3.22e-08, 2.53e-08, 2.29e-07, 3.53e-07, 7.51e-08, 1.31e-07, 8.26e-07, 8.91e-07]    []  
27200     [2.49e-06, 1.40e-06, 4.39e-06, 2.05e-06, 2.68e-06, 9.05e-08, 1.94e-06, 3.01e-10, 4.87e-08, 2.56e-12, 3.05e-06, 5.00e-06, 3.27e-06, 6.19e-08, 1.81e-08, 2.23e-08, 1.30e-07, 8.84e-08, 4.87e-10, 2.06e-08, 1.62e-07, 1.42e-07]    [2.49e-06, 1.40e-06, 4.39e-06, 2.05e-06, 2.68e-06, 9.05e-08, 1.94e-06, 3.01e-10, 4.87e-08, 2.56e-12, 3.05e-06, 5.00e-06, 3.27e-06, 6.19e-08, 1.81e-08, 2.23e-08, 1.30e-07, 8.84e-08, 4.87e-10, 2.06e-08, 1.62e-07, 1.42e-07]    []  
27300     [2.74e-06, 1.38e-06, 4.22e-06, 1.98e-06, 2.52e-06, 2.32e-07, 1.96e-06, 1.36e-06, 3.46e-07, 6.58e-08, 3.30e-06, 5.03e-06, 4.82e-06, 3.87e-06, 2.86e-08, 3.56e-08, 2.73e-07, 2.93e-07, 9.09e-07, 1.89e-09, 4.73e-06, 1.60e-05]    [2.74e-06, 1.38e-06, 4.22e-06, 1.98e-06, 2.52e-06, 2.32e-07, 1.96e-06, 1.36e-06, 3.46e-07, 6.58e-08, 3.30e-06, 5.03e-06, 4.82e-06, 3.87e-06, 2.86e-08, 3.56e-08, 2.73e-07, 2.93e-07, 9.09e-07, 1.89e-09, 4.73e-06, 1.60e-05]    []  
27400     [2.75e-06, 1.38e-06, 4.29e-06, 2.00e-06, 2.77e-06, 1.97e-07, 1.67e-06, 1.16e-06, 1.20e-06, 2.75e-07, 8.07e-06, 1.68e-05, 3.08e-05, 5.64e-05, 4.26e-10, 1.36e-08, 3.37e-08, 3.42e-07, 1.48e-07, 0.00e+00, 8.87e-07, 6.38e-06]    [2.75e-06, 1.38e-06, 4.29e-06, 2.00e-06, 2.77e-06, 1.97e-07, 1.67e-06, 1.16e-06, 1.20e-06, 2.75e-07, 8.07e-06, 1.68e-05, 3.08e-05, 5.64e-05, 4.26e-10, 1.36e-08, 3.37e-08, 3.42e-07, 1.48e-07, 0.00e+00, 8.87e-07, 6.38e-06]    []  
27500     [2.22e-06, 1.32e-06, 4.28e-06, 2.00e-06, 2.66e-06, 9.56e-08, 1.63e-06, 4.32e-09, 5.81e-08, 6.70e-11, 2.91e-06, 3.95e-06, 2.42e-06, 4.99e-08, 1.29e-08, 1.61e-08, 1.19e-07, 8.47e-08, 0.00e+00, 5.04e-10, 7.42e-07, 7.12e-07]    [2.22e-06, 1.32e-06, 4.28e-06, 2.00e-06, 2.66e-06, 9.56e-08, 1.63e-06, 4.32e-09, 5.81e-08, 6.70e-11, 2.91e-06, 3.95e-06, 2.42e-06, 4.99e-08, 1.29e-08, 1.61e-08, 1.19e-07, 8.47e-08, 0.00e+00, 5.04e-10, 7.42e-07, 7.12e-07]    []  
27600     [7.00e-06, 1.90e-06, 4.59e-06, 2.17e-06, 2.56e-06, 4.26e-07, 1.85e-06, 7.85e-08, 1.08e-05, 2.83e-06, 1.63e-05, 4.52e-05, 1.87e-04, 2.73e-04, 1.51e-06, 1.50e-06, 7.00e-06, 4.77e-06, 0.00e+00, 2.11e-06, 9.37e-06, 1.31e-05]    [7.00e-06, 1.90e-06, 4.59e-06, 2.17e-06, 2.56e-06, 4.26e-07, 1.85e-06, 7.85e-08, 1.08e-05, 2.83e-06, 1.63e-05, 4.52e-05, 1.87e-04, 2.73e-04, 1.51e-06, 1.50e-06, 7.00e-06, 4.77e-06, 0.00e+00, 2.11e-06, 9.37e-06, 1.31e-05]    []  
27700     [2.06e-06, 1.29e-06, 4.26e-06, 2.01e-06, 2.71e-06, 1.13e-07, 1.47e-06, 2.96e-07, 9.98e-08, 7.41e-10, 3.04e-06, 3.90e-06, 2.53e-06, 7.41e-08, 1.56e-08, 1.17e-08, 1.64e-07, 1.42e-07, 8.99e-09, 2.19e-08, 6.38e-08, 1.40e-07]    [2.06e-06, 1.29e-06, 4.26e-06, 2.01e-06, 2.71e-06, 1.13e-07, 1.47e-06, 2.96e-07, 9.98e-08, 7.41e-10, 3.04e-06, 3.90e-06, 2.53e-06, 7.41e-08, 1.56e-08, 1.17e-08, 1.64e-07, 1.42e-07, 8.99e-09, 2.19e-08, 6.38e-08, 1.40e-07]    []  
27800     [2.06e-06, 1.29e-06, 4.25e-06, 2.02e-06, 2.62e-06, 9.50e-08, 1.47e-06, 7.93e-09, 5.07e-08, 8.75e-12, 2.85e-06, 2.95e-06, 1.83e-06, 3.81e-08, 1.21e-08, 1.68e-08, 1.09e-07, 8.13e-08, 2.86e-09, 1.68e-08, 3.12e-08, 1.39e-07]    [2.06e-06, 1.29e-06, 4.25e-06, 2.02e-06, 2.62e-06, 9.50e-08, 1.47e-06, 7.93e-09, 5.07e-08, 8.75e-12, 2.85e-06, 2.95e-06, 1.83e-06, 3.81e-08, 1.21e-08, 1.68e-08, 1.09e-07, 8.13e-08, 2.86e-09, 1.68e-08, 3.12e-08, 1.39e-07]    []  
27900     [3.01e-06, 1.37e-06, 4.39e-06, 2.35e-06, 3.18e-06, 3.92e-07, 1.66e-06, 2.71e-06, 1.43e-04, 1.62e-06, 2.48e-05, 2.72e-05, 9.51e-06, 6.08e-05, 2.38e-09, 4.49e-08, 8.30e-07, 1.94e-07, 1.65e-08, 0.00e+00, 8.22e-07, 5.79e-05]    [3.01e-06, 1.37e-06, 4.39e-06, 2.35e-06, 3.18e-06, 3.92e-07, 1.66e-06, 2.71e-06, 1.43e-04, 1.62e-06, 2.48e-05, 2.72e-05, 9.51e-06, 6.08e-05, 2.38e-09, 4.49e-08, 8.30e-07, 1.94e-07, 1.65e-08, 0.00e+00, 8.22e-07, 5.79e-05]    []  
28000     [1.87e-06, 1.31e-06, 4.25e-06, 2.12e-06, 2.70e-06, 1.20e-07, 1.52e-06, 6.04e-09, 2.46e-09, 1.79e-09, 3.07e-06, 2.98e-06, 2.56e-06, 4.34e-08, 1.29e-08, 1.17e-08, 3.22e-07, 1.62e-07, 4.31e-09, 3.48e-08, 3.16e-08, 2.13e-07]    [1.87e-06, 1.31e-06, 4.25e-06, 2.12e-06, 2.70e-06, 1.20e-07, 1.52e-06, 6.04e-09, 2.46e-09, 1.79e-09, 3.07e-06, 2.98e-06, 2.56e-06, 4.34e-08, 1.29e-08, 1.17e-08, 3.22e-07, 1.62e-07, 4.31e-09, 3.48e-08, 3.16e-08, 2.13e-07]    []  

Best model at step 23339:
  train loss: 1.57e-05
  test loss: 1.57e-05
  test metric: []

'train' took 48.901294 s

Best train step: 23339
lambda_a: 5.054069897980571
lambda_b: 6.478867012971448
kappa_a: 1.3361594171634177
kappa_b: 1.3957776956977146
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
28000     [1.87e-06, 1.31e-06, 4.25e-06, 2.12e-06, 2.70e-06, 1.20e-07, 1.52e-06, 6.04e-09, 2.46e-09, 1.79e-09, 3.07e-06, 2.98e-06, 2.56e-06, 4.34e-08, 1.29e-08, 1.17e-08, 3.22e-07, 1.62e-07, 4.31e-09, 3.48e-08, 3.16e-08, 2.13e-07]    [1.87e-06, 1.31e-06, 4.25e-06, 2.12e-06, 2.70e-06, 1.20e-07, 1.52e-06, 6.04e-09, 2.46e-09, 1.79e-09, 3.07e-06, 2.98e-06, 2.56e-06, 4.34e-08, 1.29e-08, 1.17e-08, 3.22e-07, 1.62e-07, 4.31e-09, 3.48e-08, 3.16e-08, 2.13e-07]    []  
28100     [2.46e-06, 1.30e-06, 4.15e-06, 2.10e-06, 2.57e-06, 1.22e-07, 1.51e-06, 1.22e-08, 4.40e-10, 1.18e-07, 5.33e-06, 7.05e-06, 1.39e-05, 3.64e-05, 2.81e-07, 2.63e-07, 6.97e-07, 3.92e-07, 4.39e-09, 2.21e-08, 2.70e-08, 1.19e-07]    [2.46e-06, 1.30e-06, 4.15e-06, 2.10e-06, 2.57e-06, 1.22e-07, 1.51e-06, 1.22e-08, 4.40e-10, 1.18e-07, 5.33e-06, 7.05e-06, 1.39e-05, 3.64e-05, 2.81e-07, 2.63e-07, 6.97e-07, 3.92e-07, 4.39e-09, 2.21e-08, 2.70e-08, 1.19e-07]    []  
28200     [1.69e-06, 1.28e-06, 4.24e-06, 2.18e-06, 2.89e-06, 1.46e-07, 1.51e-06, 3.70e-09, 2.56e-09, 3.05e-07, 8.65e-06, 1.28e-05, 3.17e-05, 5.86e-05, 1.11e-09, 0.00e+00, 3.52e-08, 0.00e+00, 7.62e-10, 2.69e-09, 8.77e-08, 1.31e-07]    [1.69e-06, 1.28e-06, 4.24e-06, 2.18e-06, 2.89e-06, 1.46e-07, 1.51e-06, 3.70e-09, 2.56e-09, 3.05e-07, 8.65e-06, 1.28e-05, 3.17e-05, 5.86e-05, 1.11e-09, 0.00e+00, 3.52e-08, 0.00e+00, 7.62e-10, 2.69e-09, 8.77e-08, 1.31e-07]    []  
28300     [1.71e-06, 1.22e-06, 4.01e-06, 2.30e-06, 2.56e-06, 1.48e-07, 1.52e-06, 1.03e-10, 1.98e-08, 3.05e-10, 2.53e-06, 2.68e-06, 1.88e-06, 3.25e-07, 1.09e-08, 1.70e-08, 1.91e-07, 9.42e-08, 2.04e-09, 9.81e-09, 1.54e-08, 1.04e-07]    [1.71e-06, 1.22e-06, 4.01e-06, 2.30e-06, 2.56e-06, 1.48e-07, 1.52e-06, 1.03e-10, 1.98e-08, 3.05e-10, 2.53e-06, 2.68e-06, 1.88e-06, 3.25e-07, 1.09e-08, 1.70e-08, 1.91e-07, 9.42e-08, 2.04e-09, 9.81e-09, 1.54e-08, 1.04e-07]    []  
28400     [1.67e-06, 1.19e-06, 3.98e-06, 2.37e-06, 2.50e-06, 1.66e-07, 1.56e-06, 9.63e-07, 3.26e-08, 2.18e-08, 3.06e-06, 6.53e-06, 2.67e-06, 6.28e-06, 1.55e-09, 1.28e-09, 8.61e-08, 1.89e-07, 0.00e+00, 1.11e-08, 5.10e-06, 1.27e-07]    [1.67e-06, 1.19e-06, 3.98e-06, 2.37e-06, 2.50e-06, 1.66e-07, 1.56e-06, 9.63e-07, 3.26e-08, 2.18e-08, 3.06e-06, 6.53e-06, 2.67e-06, 6.28e-06, 1.55e-09, 1.28e-09, 8.61e-08, 1.89e-07, 0.00e+00, 1.11e-08, 5.10e-06, 1.27e-07]    []  
28500     [2.88e-06, 1.27e-06, 4.08e-06, 2.34e-06, 2.63e-06, 3.95e-07, 1.48e-06, 7.31e-06, 2.08e-07, 3.65e-07, 5.01e-06, 1.21e-05, 7.75e-06, 4.43e-05, 9.06e-07, 4.65e-07, 8.16e-07, 8.30e-08, 0.00e+00, 1.80e-08, 5.33e-05, 1.78e-07]    [2.88e-06, 1.27e-06, 4.08e-06, 2.34e-06, 2.63e-06, 3.95e-07, 1.48e-06, 7.31e-06, 2.08e-07, 3.65e-07, 5.01e-06, 1.21e-05, 7.75e-06, 4.43e-05, 9.06e-07, 4.65e-07, 8.16e-07, 8.30e-08, 0.00e+00, 1.80e-08, 5.33e-05, 1.78e-07]    []  
28600     [2.77e-06, 1.41e-06, 4.23e-06, 2.53e-06, 2.67e-06, 2.49e-07, 1.40e-06, 2.16e-07, 4.38e-07, 2.66e-08, 2.03e-05, 3.41e-05, 8.20e-05, 2.55e-05, 1.51e-07, 5.62e-10, 2.11e-08, 4.16e-07, 1.86e-07, 0.00e+00, 1.10e-06, 5.46e-06]    [2.77e-06, 1.41e-06, 4.23e-06, 2.53e-06, 2.67e-06, 2.49e-07, 1.40e-06, 2.16e-07, 4.38e-07, 2.66e-08, 2.03e-05, 3.41e-05, 8.20e-05, 2.55e-05, 1.51e-07, 5.62e-10, 2.11e-08, 4.16e-07, 1.86e-07, 0.00e+00, 1.10e-06, 5.46e-06]    []  
28700     [2.48e-05, 3.38e-06, 1.03e-05, 7.00e-06, 7.67e-06, 8.00e-07, 2.45e-06, 1.58e-06, 1.16e-05, 1.52e-05, 1.30e-04, 7.38e-04, 8.58e-04, 3.75e-03, 5.00e-08, 9.13e-09, 1.31e-08, 2.36e-08, 5.14e-07, 0.00e+00, 2.85e-06, 6.17e-05]    [2.48e-05, 3.38e-06, 1.03e-05, 7.00e-06, 7.67e-06, 8.00e-07, 2.45e-06, 1.58e-06, 1.16e-05, 1.52e-05, 1.30e-04, 7.38e-04, 8.58e-04, 3.75e-03, 5.00e-08, 9.13e-09, 1.31e-08, 2.36e-08, 5.14e-07, 0.00e+00, 2.85e-06, 6.17e-05]    []  
28800     [1.44e-06, 1.17e-06, 4.16e-06, 2.27e-06, 2.51e-06, 1.41e-07, 1.44e-06, 8.24e-08, 4.68e-07, 9.38e-09, 2.08e-06, 2.35e-06, 1.43e-06, 8.27e-07, 3.61e-09, 8.27e-09, 1.31e-07, 2.54e-08, 7.18e-09, 1.24e-10, 4.43e-08, 3.37e-07]    [1.44e-06, 1.17e-06, 4.16e-06, 2.27e-06, 2.51e-06, 1.41e-07, 1.44e-06, 8.24e-08, 4.68e-07, 9.38e-09, 2.08e-06, 2.35e-06, 1.43e-06, 8.27e-07, 3.61e-09, 8.27e-09, 1.31e-07, 2.54e-08, 7.18e-09, 1.24e-10, 4.43e-08, 3.37e-07]    []  
28900     [1.49e-06, 1.18e-06, 4.18e-06, 2.17e-06, 2.49e-06, 1.47e-07, 1.36e-06, 1.37e-07, 7.98e-08, 2.46e-09, 1.94e-06, 2.12e-06, 1.62e-06, 1.50e-07, 4.94e-09, 9.88e-09, 1.45e-07, 1.60e-08, 0.00e+00, 1.30e-08, 2.91e-07, 1.14e-07]    [1.49e-06, 1.18e-06, 4.18e-06, 2.17e-06, 2.49e-06, 1.47e-07, 1.36e-06, 1.37e-07, 7.98e-08, 2.46e-09, 1.94e-06, 2.12e-06, 1.62e-06, 1.50e-07, 4.94e-09, 9.88e-09, 1.45e-07, 1.60e-08, 0.00e+00, 1.30e-08, 2.91e-07, 1.14e-07]    []  
29000     [9.59e-05, 1.10e-05, 1.58e-04, 3.45e-04, 5.32e-04, 1.49e-05, 4.94e-05, 1.48e-06, 3.50e-05, 3.27e-04, 1.08e-03, 6.02e-03, 6.19e-03, 2.23e-02, 1.89e-04, 2.92e-05, 2.59e-07, 5.18e-07, 0.00e+00, 1.87e-06, 6.86e-05, 5.28e-04]    [9.59e-05, 1.10e-05, 1.58e-04, 3.45e-04, 5.32e-04, 1.49e-05, 4.94e-05, 1.48e-06, 3.50e-05, 3.27e-04, 1.08e-03, 6.02e-03, 6.19e-03, 2.23e-02, 1.89e-04, 2.92e-05, 2.59e-07, 5.18e-07, 0.00e+00, 1.87e-06, 6.86e-05, 5.28e-04]    []  
29100     [1.56e-05, 4.06e-06, 5.87e-06, 3.62e-06, 3.03e-06, 4.89e-07, 1.66e-06, 7.89e-07, 2.03e-06, 5.65e-09, 2.44e-05, 6.21e-04, 7.02e-04, 5.04e-07, 2.12e-07, 6.14e-07, 9.15e-07, 1.08e-06, 4.30e-07, 7.28e-07, 2.15e-06, 3.83e-06]    [1.56e-05, 4.06e-06, 5.87e-06, 3.62e-06, 3.03e-06, 4.89e-07, 1.66e-06, 7.89e-07, 2.03e-06, 5.65e-09, 2.44e-05, 6.21e-04, 7.02e-04, 5.04e-07, 2.12e-07, 6.14e-07, 9.15e-07, 1.08e-06, 4.30e-07, 7.28e-07, 2.15e-06, 3.83e-06]    []  
29200     [1.11e-05, 2.74e-06, 3.51e-06, 3.32e-06, 1.58e-06, 2.54e-07, 1.42e-06, 5.95e-07, 1.21e-08, 1.21e-09, 1.88e-05, 6.15e-04, 6.96e-04, 1.02e-07, 1.35e-07, 1.78e-07, 4.32e-07, 5.54e-07, 1.13e-06, 1.88e-08, 6.05e-06, 1.24e-06]    [1.11e-05, 2.74e-06, 3.51e-06, 3.32e-06, 1.58e-06, 2.54e-07, 1.42e-06, 5.95e-07, 1.21e-08, 1.21e-09, 1.88e-05, 6.15e-04, 6.96e-04, 1.02e-07, 1.35e-07, 1.78e-07, 4.32e-07, 5.54e-07, 1.13e-06, 1.88e-08, 6.05e-06, 1.24e-06]    []  
29300     [8.76e-06, 2.29e-06, 2.99e-06, 3.62e-06, 1.18e-06, 1.64e-07, 1.23e-06, 4.93e-07, 1.08e-08, 4.33e-10, 1.69e-05, 6.11e-04, 6.92e-04, 1.05e-07, 1.05e-07, 1.28e-07, 3.21e-07, 3.86e-07, 0.00e+00, 9.32e-09, 7.55e-06, 9.50e-07]    [8.76e-06, 2.29e-06, 2.99e-06, 3.62e-06, 1.18e-06, 1.64e-07, 1.23e-06, 4.93e-07, 1.08e-08, 4.33e-10, 1.69e-05, 6.11e-04, 6.92e-04, 1.05e-07, 1.05e-07, 1.28e-07, 3.21e-07, 3.86e-07, 0.00e+00, 9.32e-09, 7.55e-06, 9.50e-07]    []  
29400     [7.56e-06, 2.11e-06, 2.79e-06, 3.93e-06, 1.04e-06, 1.35e-07, 1.21e-06, 1.68e-07, 4.41e-10, 6.39e-10, 1.45e-05, 6.08e-04, 6.87e-04, 1.13e-07, 6.65e-08, 9.47e-08, 2.45e-07, 2.89e-07, 0.00e+00, 6.34e-09, 7.01e-07, 5.12e-07]    [7.56e-06, 2.11e-06, 2.79e-06, 3.93e-06, 1.04e-06, 1.35e-07, 1.21e-06, 1.68e-07, 4.41e-10, 6.39e-10, 1.45e-05, 6.08e-04, 6.87e-04, 1.13e-07, 6.65e-08, 9.47e-08, 2.45e-07, 2.89e-07, 0.00e+00, 6.34e-09, 7.01e-07, 5.12e-07]    []  
29500     [6.65e-06, 1.97e-06, 2.62e-06, 4.14e-06, 9.69e-07, 1.91e-07, 1.20e-06, 1.30e-07, 3.37e-09, 1.07e-09, 1.35e-05, 6.06e-04, 6.83e-04, 9.09e-08, 6.54e-08, 1.13e-07, 2.24e-07, 2.72e-07, 2.25e-09, 3.38e-09, 1.19e-07, 5.19e-07]    [6.65e-06, 1.97e-06, 2.62e-06, 4.14e-06, 9.69e-07, 1.91e-07, 1.20e-06, 1.30e-07, 3.37e-09, 1.07e-09, 1.35e-05, 6.06e-04, 6.83e-04, 9.09e-08, 6.54e-08, 1.13e-07, 2.24e-07, 2.72e-07, 2.25e-09, 3.38e-09, 1.19e-07, 5.19e-07]    []  
29600     [6.17e-06, 1.93e-06, 2.34e-06, 4.30e-06, 9.49e-07, 1.82e-07, 1.25e-06, 1.18e-09, 2.62e-08, 5.57e-10, 1.27e-05, 6.03e-04, 6.78e-04, 1.02e-07, 6.40e-08, 1.04e-07, 2.14e-07, 2.50e-07, 1.06e-07, 3.13e-09, 6.07e-07, 5.00e-07]    [6.17e-06, 1.93e-06, 2.34e-06, 4.30e-06, 9.49e-07, 1.82e-07, 1.25e-06, 1.18e-09, 2.62e-08, 5.57e-10, 1.27e-05, 6.03e-04, 6.78e-04, 1.02e-07, 6.40e-08, 1.04e-07, 2.14e-07, 2.50e-07, 1.06e-07, 3.13e-09, 6.07e-07, 5.00e-07]    []  
29700     [5.85e-06, 1.90e-06, 2.04e-06, 4.42e-06, 9.38e-07, 2.04e-07, 1.32e-06, 6.16e-08, 6.35e-09, 2.70e-11, 1.20e-05, 6.00e-04, 6.72e-04, 1.15e-07, 6.90e-08, 1.11e-07, 2.15e-07, 2.54e-07, 0.00e+00, 3.12e-09, 1.67e-06, 4.86e-07]    [5.85e-06, 1.90e-06, 2.04e-06, 4.42e-06, 9.38e-07, 2.04e-07, 1.32e-06, 6.16e-08, 6.35e-09, 2.70e-11, 1.20e-05, 6.00e-04, 6.72e-04, 1.15e-07, 6.90e-08, 1.11e-07, 2.15e-07, 2.54e-07, 0.00e+00, 3.12e-09, 1.67e-06, 4.86e-07]    []  
29800     [5.64e-06, 1.88e-06, 1.68e-06, 4.58e-06, 9.59e-07, 2.04e-07, 1.43e-06, 4.03e-08, 1.95e-06, 1.90e-10, 1.16e-05, 5.96e-04, 6.63e-04, 1.22e-07, 8.09e-08, 1.38e-07, 2.34e-07, 2.83e-07, 2.49e-08, 0.00e+00, 1.49e-07, 4.47e-06]    [5.64e-06, 1.88e-06, 1.68e-06, 4.58e-06, 9.59e-07, 2.04e-07, 1.43e-06, 4.03e-08, 1.95e-06, 1.90e-10, 1.16e-05, 5.96e-04, 6.63e-04, 1.22e-07, 8.09e-08, 1.38e-07, 2.34e-07, 2.83e-07, 2.49e-08, 0.00e+00, 1.49e-07, 4.47e-06]    []  
29900     [5.21e-06, 1.83e-06, 1.31e-06, 5.04e-06, 1.03e-06, 2.63e-07, 1.52e-06, 1.73e-06, 7.25e-08, 1.86e-09, 1.73e-05, 5.91e-04, 6.40e-04, 1.09e-07, 1.51e-07, 2.39e-07, 3.53e-07, 4.72e-07, 2.96e-06, 1.80e-07, 1.60e-05, 1.21e-06]    [5.21e-06, 1.83e-06, 1.31e-06, 5.04e-06, 1.03e-06, 2.63e-07, 1.52e-06, 1.73e-06, 7.25e-08, 1.86e-09, 1.73e-05, 5.91e-04, 6.40e-04, 1.09e-07, 1.51e-07, 2.39e-07, 3.53e-07, 4.72e-07, 2.96e-06, 1.80e-07, 1.60e-05, 1.21e-06]    []  
30000     [6.42e-06, 2.16e-06, 1.09e-06, 5.28e-06, 1.57e-06, 2.80e-07, 1.50e-06, 1.32e-06, 6.77e-08, 5.17e-09, 2.41e-05, 5.67e-04, 5.93e-04, 1.97e-07, 6.40e-07, 5.39e-07, 4.76e-07, 9.09e-07, 3.79e-08, 4.67e-07, 7.36e-07, 2.87e-06]    [6.42e-06, 2.16e-06, 1.09e-06, 5.28e-06, 1.57e-06, 2.80e-07, 1.50e-06, 1.32e-06, 6.77e-08, 5.17e-09, 2.41e-05, 5.67e-04, 5.93e-04, 1.97e-07, 6.40e-07, 5.39e-07, 4.76e-07, 9.09e-07, 3.79e-08, 4.67e-07, 7.36e-07, 2.87e-06]    []  

Best model at step 23339:
  train loss: 1.57e-05
  test loss: 1.57e-05
  test metric: []

'train' took 47.694472 s

Best train step: 23339
lambda_a: 5.054069897980571
lambda_b: 6.478867012971448
kappa_a: 1.3361594171634177
kappa_b: 1.3957776956977146
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
30000     [6.42e-06, 2.16e-06, 1.09e-06, 5.28e-06, 1.57e-06, 2.80e-07, 1.50e-06, 1.32e-06, 6.77e-08, 5.17e-09, 2.41e-05, 5.67e-04, 5.93e-04, 1.97e-07, 6.40e-07, 5.39e-07, 4.76e-07, 9.09e-07, 3.79e-08, 4.67e-07, 7.36e-07, 2.87e-06]    [6.42e-06, 2.16e-06, 1.09e-06, 5.28e-06, 1.57e-06, 2.80e-07, 1.50e-06, 1.32e-06, 6.77e-08, 5.17e-09, 2.41e-05, 5.67e-04, 5.93e-04, 1.97e-07, 6.40e-07, 5.39e-07, 4.76e-07, 9.09e-07, 3.79e-08, 4.67e-07, 7.36e-07, 2.87e-06]    []  
30100     [7.30e-06, 2.14e-06, 1.16e-06, 5.25e-06, 2.11e-06, 2.36e-07, 1.44e-06, 1.13e-10, 3.05e-06, 6.46e-09, 3.73e-05, 5.32e-04, 5.27e-04, 8.84e-07, 1.29e-06, 8.84e-07, 5.10e-07, 1.09e-06, 6.21e-08, 2.52e-08, 9.13e-07, 5.11e-06]    [7.30e-06, 2.14e-06, 1.16e-06, 5.25e-06, 2.11e-06, 2.36e-07, 1.44e-06, 1.13e-10, 3.05e-06, 6.46e-09, 3.73e-05, 5.32e-04, 5.27e-04, 8.84e-07, 1.29e-06, 8.84e-07, 5.10e-07, 1.09e-06, 6.21e-08, 2.52e-08, 9.13e-07, 5.11e-06]    []  
30200     [1.57e-05, 1.25e-05, 5.98e-06, 1.20e-05, 1.14e-05, 2.92e-06, 5.45e-06, 8.09e-04, 1.84e-05, 8.00e-07, 2.05e-04, 6.68e-04, 6.10e-04, 2.23e-05, 1.26e-05, 1.24e-06, 3.88e-07, 1.01e-06, 1.37e-05, 1.00e-07, 8.21e-05, 3.12e-04]    [1.57e-05, 1.25e-05, 5.98e-06, 1.20e-05, 1.14e-05, 2.92e-06, 5.45e-06, 8.09e-04, 1.84e-05, 8.00e-07, 2.05e-04, 6.68e-04, 6.10e-04, 2.23e-05, 1.26e-05, 1.24e-06, 3.88e-07, 1.01e-06, 1.37e-05, 1.00e-07, 8.21e-05, 3.12e-04]    []  
30300     [2.27e-05, 1.56e-05, 3.23e-05, 3.17e-05, 1.23e-05, 6.87e-07, 6.74e-06, 2.40e-06, 1.90e-08, 1.24e-05, 3.64e-04, 6.23e-04, 7.32e-04, 9.87e-05, 3.26e-06, 6.08e-06, 7.43e-06, 2.43e-05, 2.86e-08, 7.15e-07, 1.75e-06, 3.05e-06]    [2.27e-05, 1.56e-05, 3.23e-05, 3.17e-05, 1.23e-05, 6.87e-07, 6.74e-06, 2.40e-06, 1.90e-08, 1.24e-05, 3.64e-04, 6.23e-04, 7.32e-04, 9.87e-05, 3.26e-06, 6.08e-06, 7.43e-06, 2.43e-05, 2.86e-08, 7.15e-07, 1.75e-06, 3.05e-06]    []  
30400     [8.09e-06, 1.80e-06, 1.07e-06, 4.91e-06, 3.35e-06, 5.41e-07, 1.16e-06, 2.09e-06, 2.03e-08, 7.23e-07, 6.71e-05, 3.97e-04, 3.38e-04, 5.67e-07, 1.82e-06, 1.39e-06, 1.16e-06, 1.83e-06, 1.06e-08, 3.04e-07, 2.95e-06, 2.63e-06]    [8.09e-06, 1.80e-06, 1.07e-06, 4.91e-06, 3.35e-06, 5.41e-07, 1.16e-06, 2.09e-06, 2.03e-08, 7.23e-07, 6.71e-05, 3.97e-04, 3.38e-04, 5.67e-07, 1.82e-06, 1.39e-06, 1.16e-06, 1.83e-06, 1.06e-08, 3.04e-07, 2.95e-06, 2.63e-06]    []  
30500     [9.36e-06, 2.02e-06, 1.32e-06, 5.32e-06, 3.05e-06, 4.76e-07, 1.17e-06, 7.94e-07, 7.35e-09, 2.02e-08, 6.09e-05, 3.02e-04, 2.27e-04, 1.13e-06, 2.26e-06, 1.44e-06, 1.81e-06, 2.21e-06, 2.06e-07, 1.76e-07, 9.66e-07, 4.70e-07]    [9.36e-06, 2.02e-06, 1.32e-06, 5.32e-06, 3.05e-06, 4.76e-07, 1.17e-06, 7.94e-07, 7.35e-09, 2.02e-08, 6.09e-05, 3.02e-04, 2.27e-04, 1.13e-06, 2.26e-06, 1.44e-06, 1.81e-06, 2.21e-06, 2.06e-07, 1.76e-07, 9.66e-07, 4.70e-07]    []  
30600     [1.03e-05, 2.25e-06, 1.44e-06, 4.24e-06, 2.60e-06, 3.74e-07, 1.33e-06, 6.27e-10, 2.10e-10, 2.80e-08, 6.43e-05, 2.39e-04, 1.62e-04, 1.10e-06, 2.24e-06, 1.00e-06, 7.41e-07, 2.22e-06, 8.60e-08, 7.07e-08, 4.29e-07, 2.93e-07]    [1.03e-05, 2.25e-06, 1.44e-06, 4.24e-06, 2.60e-06, 3.74e-07, 1.33e-06, 6.27e-10, 2.10e-10, 2.80e-08, 6.43e-05, 2.39e-04, 1.62e-04, 1.10e-06, 2.24e-06, 1.00e-06, 7.41e-07, 2.22e-06, 8.60e-08, 7.07e-08, 4.29e-07, 2.93e-07]    []  
30700     [1.04e-05, 2.32e-06, 1.58e-06, 4.67e-06, 2.74e-06, 3.60e-07, 1.37e-06, 3.53e-09, 1.79e-08, 3.71e-08, 6.27e-05, 2.10e-04, 2.17e-04, 6.29e-05, 1.52e-06, 1.40e-07, 1.56e-07, 4.00e-07, 4.67e-08, 1.91e-08, 3.26e-07, 4.49e-07]    [1.04e-05, 2.32e-06, 1.58e-06, 4.67e-06, 2.74e-06, 3.60e-07, 1.37e-06, 3.53e-09, 1.79e-08, 3.71e-08, 6.27e-05, 2.10e-04, 2.17e-04, 6.29e-05, 1.52e-06, 1.40e-07, 1.56e-07, 4.00e-07, 4.67e-08, 1.91e-08, 3.26e-07, 4.49e-07]    []  
30800     [8.42e-06, 2.27e-06, 1.29e-06, 5.10e-06, 2.13e-06, 3.27e-07, 1.43e-06, 2.14e-07, 3.61e-09, 5.40e-08, 5.13e-05, 1.86e-04, 1.89e-04, 1.26e-04, 6.23e-07, 3.03e-08, 1.54e-07, 2.45e-08, 1.94e-09, 5.15e-08, 1.20e-06, 3.58e-07]    [8.42e-06, 2.27e-06, 1.29e-06, 5.10e-06, 2.13e-06, 3.27e-07, 1.43e-06, 2.14e-07, 3.61e-09, 5.40e-08, 5.13e-05, 1.86e-04, 1.89e-04, 1.26e-04, 6.23e-07, 3.03e-08, 1.54e-07, 2.45e-08, 1.94e-09, 5.15e-08, 1.20e-06, 3.58e-07]    []  
30900     [1.14e-05, 2.59e-06, 1.36e-06, 4.63e-06, 2.33e-06, 3.02e-07, 1.45e-06, 5.97e-08, 1.01e-06, 2.97e-09, 1.10e-04, 2.12e-04, 2.87e-04, 4.31e-04, 3.58e-06, 5.57e-06, 8.69e-06, 3.03e-06, 2.28e-08, 4.62e-07, 1.34e-07, 2.16e-06]    [1.14e-05, 2.59e-06, 1.36e-06, 4.63e-06, 2.33e-06, 3.02e-07, 1.45e-06, 5.97e-08, 1.01e-06, 2.97e-09, 1.10e-04, 2.12e-04, 2.87e-04, 4.31e-04, 3.58e-06, 5.57e-06, 8.69e-06, 3.03e-06, 2.28e-08, 4.62e-07, 1.34e-07, 2.16e-06]    []  
31000     [7.27e-06, 2.36e-06, 1.22e-06, 4.07e-06, 1.80e-06, 3.37e-07, 1.45e-06, 1.00e-09, 8.83e-07, 6.29e-10, 3.73e-05, 1.34e-04, 7.24e-05, 2.18e-05, 1.33e-06, 1.06e-06, 5.12e-07, 1.12e-06, 1.32e-08, 0.00e+00, 8.31e-08, 6.57e-06]    [7.27e-06, 2.36e-06, 1.22e-06, 4.07e-06, 1.80e-06, 3.37e-07, 1.45e-06, 1.00e-09, 8.83e-07, 6.29e-10, 3.73e-05, 1.34e-04, 7.24e-05, 2.18e-05, 1.33e-06, 1.06e-06, 5.12e-07, 1.12e-06, 1.32e-08, 0.00e+00, 8.31e-08, 6.57e-06]    []  
31100     [8.90e-06, 2.27e-06, 1.36e-06, 3.75e-06, 1.85e-06, 3.79e-07, 1.46e-06, 2.77e-09, 1.57e-06, 1.70e-09, 5.17e-05, 1.53e-04, 1.28e-04, 2.30e-04, 3.11e-06, 2.73e-06, 2.73e-06, 3.36e-06, 1.43e-08, 0.00e+00, 6.72e-08, 5.62e-06]    [8.90e-06, 2.27e-06, 1.36e-06, 3.75e-06, 1.85e-06, 3.79e-07, 1.46e-06, 2.77e-09, 1.57e-06, 1.70e-09, 5.17e-05, 1.53e-04, 1.28e-04, 2.30e-04, 3.11e-06, 2.73e-06, 2.73e-06, 3.36e-06, 1.43e-08, 0.00e+00, 6.72e-08, 5.62e-06]    []  
31200     [6.76e-06, 2.10e-06, 1.22e-06, 4.56e-06, 2.12e-06, 4.64e-07, 1.53e-06, 1.65e-07, 7.96e-07, 5.49e-10, 5.18e-05, 1.77e-04, 2.09e-04, 3.51e-04, 4.24e-08, 0.00e+00, 0.00e+00, 4.73e-09, 1.04e-08, 6.00e-08, 2.41e-07, 4.20e-07]    [6.76e-06, 2.10e-06, 1.22e-06, 4.56e-06, 2.12e-06, 4.64e-07, 1.53e-06, 1.65e-07, 7.96e-07, 5.49e-10, 5.18e-05, 1.77e-04, 2.09e-04, 3.51e-04, 4.24e-08, 0.00e+00, 0.00e+00, 4.73e-09, 1.04e-08, 6.00e-08, 2.41e-07, 4.20e-07]    []  
31300     [5.71e-06, 1.91e-06, 1.12e-06, 3.66e-06, 1.55e-06, 4.27e-07, 1.42e-06, 2.55e-08, 2.84e-08, 7.25e-12, 3.49e-05, 1.05e-04, 5.36e-05, 1.23e-06, 5.73e-07, 3.21e-07, 1.93e-07, 3.64e-07, 2.40e-08, 5.91e-08, 7.78e-08, 3.04e-07]    [5.71e-06, 1.91e-06, 1.12e-06, 3.66e-06, 1.55e-06, 4.27e-07, 1.42e-06, 2.55e-08, 2.84e-08, 7.25e-12, 3.49e-05, 1.05e-04, 5.36e-05, 1.23e-06, 5.73e-07, 3.21e-07, 1.93e-07, 3.64e-07, 2.40e-08, 5.91e-08, 7.78e-08, 3.04e-07]    []  
31400     [7.79e-06, 2.00e-06, 1.24e-06, 3.58e-06, 1.74e-06, 4.50e-07, 1.39e-06, 9.34e-09, 3.08e-08, 1.17e-09, 8.45e-05, 1.33e-04, 1.80e-04, 2.01e-04, 3.54e-06, 2.99e-06, 2.56e-06, 3.18e-06, 1.06e-07, 2.17e-07, 5.75e-07, 1.15e-06]    [7.79e-06, 2.00e-06, 1.24e-06, 3.58e-06, 1.74e-06, 4.50e-07, 1.39e-06, 9.34e-09, 3.08e-08, 1.17e-09, 8.45e-05, 1.33e-04, 1.80e-04, 2.01e-04, 3.54e-06, 2.99e-06, 2.56e-06, 3.18e-06, 1.06e-07, 2.17e-07, 5.75e-07, 1.15e-06]    []  
31500     [4.30e-05, 4.23e-06, 5.25e-06, 7.05e-06, 9.24e-06, 8.72e-07, 3.34e-06, 1.53e-07, 3.41e-06, 1.44e-07, 3.59e-04, 9.96e-04, 1.24e-03, 6.22e-03, 1.02e-04, 1.01e-04, 2.89e-05, 5.16e-05, 2.74e-08, 0.00e+00, 2.33e-07, 3.41e-04]    [4.30e-05, 4.23e-06, 5.25e-06, 7.05e-06, 9.24e-06, 8.72e-07, 3.34e-06, 1.53e-07, 3.41e-06, 1.44e-07, 3.59e-04, 9.96e-04, 1.24e-03, 6.22e-03, 1.02e-04, 1.01e-04, 2.89e-05, 5.16e-05, 2.74e-08, 0.00e+00, 2.33e-07, 3.41e-04]    []  
31600     [4.55e-06, 1.68e-06, 1.06e-06, 3.61e-06, 1.70e-06, 5.47e-07, 1.42e-06, 2.23e-08, 1.62e-07, 9.88e-09, 4.49e-05, 1.11e-04, 1.07e-04, 7.34e-05, 8.12e-08, 4.10e-10, 2.96e-08, 0.00e+00, 4.12e-09, 2.68e-09, 2.55e-07, 7.07e-07]    [4.55e-06, 1.68e-06, 1.06e-06, 3.61e-06, 1.70e-06, 5.47e-07, 1.42e-06, 2.23e-08, 1.62e-07, 9.88e-09, 4.49e-05, 1.11e-04, 1.07e-04, 7.34e-05, 8.12e-08, 4.10e-10, 2.96e-08, 0.00e+00, 4.12e-09, 2.68e-09, 2.55e-07, 7.07e-07]    []  
31700     [4.59e-06, 1.78e-06, 1.18e-06, 3.59e-06, 1.42e-06, 5.94e-07, 1.44e-06, 9.20e-07, 7.23e-07, 1.50e-08, 3.16e-05, 9.53e-05, 5.68e-05, 1.21e-06, 1.83e-07, 1.18e-08, 3.23e-06, 9.84e-09, 2.40e-07, 8.19e-08, 1.44e-06, 4.57e-07]    [4.59e-06, 1.78e-06, 1.18e-06, 3.59e-06, 1.42e-06, 5.94e-07, 1.44e-06, 9.20e-07, 7.23e-07, 1.50e-08, 3.16e-05, 9.53e-05, 5.68e-05, 1.21e-06, 1.83e-07, 1.18e-08, 3.23e-06, 9.84e-09, 2.40e-07, 8.19e-08, 1.44e-06, 4.57e-07]    []  
31800     [1.22e-05, 2.05e-06, 1.78e-06, 4.84e-06, 2.01e-06, 6.33e-07, 1.50e-06, 4.76e-06, 1.32e-06, 7.03e-08, 1.76e-04, 2.17e-04, 5.52e-04, 9.07e-04, 1.16e-05, 1.11e-05, 4.16e-05, 3.51e-07, 4.14e-06, 6.46e-06, 2.10e-05, 3.12e-05]    [1.22e-05, 2.05e-06, 1.78e-06, 4.84e-06, 2.01e-06, 6.33e-07, 1.50e-06, 4.76e-06, 1.32e-06, 7.03e-08, 1.76e-04, 2.17e-04, 5.52e-04, 9.07e-04, 1.16e-05, 1.11e-05, 4.16e-05, 3.51e-07, 4.14e-06, 6.46e-06, 2.10e-05, 3.12e-05]    []  
31900     [4.85e-06, 1.84e-06, 1.79e-06, 5.41e-06, 3.08e-06, 7.44e-07, 1.75e-06, 6.44e-08, 1.74e-07, 1.13e-07, 8.53e-05, 1.83e-04, 3.68e-04, 1.21e-03, 2.79e-08, 2.19e-08, 0.00e+00, 0.00e+00, 5.71e-08, 3.70e-06, 2.46e-07, 2.09e-05]    [4.85e-06, 1.84e-06, 1.79e-06, 5.41e-06, 3.08e-06, 7.44e-07, 1.75e-06, 6.44e-08, 1.74e-07, 1.13e-07, 8.53e-05, 1.83e-04, 3.68e-04, 1.21e-03, 2.79e-08, 2.19e-08, 0.00e+00, 0.00e+00, 5.71e-08, 3.70e-06, 2.46e-07, 2.09e-05]    []  
32000     [6.08e-06, 1.79e-06, 1.36e-06, 3.06e-06, 1.46e-06, 6.60e-07, 1.46e-06, 1.05e-07, 1.45e-07, 3.49e-08, 3.72e-05, 8.98e-05, 5.25e-05, 2.49e-05, 1.65e-06, 8.97e-07, 0.00e+00, 1.83e-06, 9.02e-09, 1.59e-07, 2.77e-07, 9.07e-07]    [6.08e-06, 1.79e-06, 1.36e-06, 3.06e-06, 1.46e-06, 6.60e-07, 1.46e-06, 1.05e-07, 1.45e-07, 3.49e-08, 3.72e-05, 8.98e-05, 5.25e-05, 2.49e-05, 1.65e-06, 8.97e-07, 0.00e+00, 1.83e-06, 9.02e-09, 1.59e-07, 2.77e-07, 9.07e-07]    []  

Best model at step 23339:
  train loss: 1.57e-05
  test loss: 1.57e-05
  test metric: []

'train' took 41.634370 s

Best train step: 23339
lambda_a: 5.054069897980571
lambda_b: 6.478867012971448
kappa_a: 1.3361594171634177
kappa_b: 1.3957776956977146
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
32000     [6.08e-06, 1.79e-06, 1.36e-06, 3.06e-06, 1.46e-06, 6.60e-07, 1.46e-06, 1.05e-07, 1.45e-07, 3.49e-08, 3.72e-05, 8.98e-05, 5.25e-05, 2.49e-05, 1.65e-06, 8.97e-07, 0.00e+00, 1.83e-06, 9.02e-09, 1.59e-07, 2.77e-07, 9.07e-07]    [6.08e-06, 1.79e-06, 1.36e-06, 3.06e-06, 1.46e-06, 6.60e-07, 1.46e-06, 1.05e-07, 1.45e-07, 3.49e-08, 3.72e-05, 8.98e-05, 5.25e-05, 2.49e-05, 1.65e-06, 8.97e-07, 0.00e+00, 1.83e-06, 9.02e-09, 1.59e-07, 2.77e-07, 9.07e-07]    []  
32100     [4.94e-06, 1.59e-06, 1.48e-06, 3.78e-06, 2.08e-06, 1.04e-06, 2.15e-06, 2.75e-05, 3.59e-05, 5.37e-08, 1.79e-04, 1.97e-04, 4.10e-04, 3.74e-04, 6.08e-09, 4.25e-10, 2.07e-08, 0.00e+00, 0.00e+00, 2.48e-07, 1.79e-04, 1.01e-04]    [4.94e-06, 1.59e-06, 1.48e-06, 3.78e-06, 2.08e-06, 1.04e-06, 2.15e-06, 2.75e-05, 3.59e-05, 5.37e-08, 1.79e-04, 1.97e-04, 4.10e-04, 3.74e-04, 6.08e-09, 4.25e-10, 2.07e-08, 0.00e+00, 0.00e+00, 2.48e-07, 1.79e-04, 1.01e-04]    []  
32200     [4.43e-06, 1.77e-06, 1.62e-06, 4.79e-06, 2.97e-06, 7.69e-07, 1.50e-06, 3.29e-06, 5.48e-07, 3.99e-11, 7.35e-05, 1.12e-04, 5.43e-04, 1.19e-03, 2.50e-09, 0.00e+00, 0.00e+00, 3.81e-08, 0.00e+00, 4.71e-09, 7.47e-06, 1.57e-06]    [4.43e-06, 1.77e-06, 1.62e-06, 4.79e-06, 2.97e-06, 7.69e-07, 1.50e-06, 3.29e-06, 5.48e-07, 3.99e-11, 7.35e-05, 1.12e-04, 5.43e-04, 1.19e-03, 2.50e-09, 0.00e+00, 0.00e+00, 3.81e-08, 0.00e+00, 4.71e-09, 7.47e-06, 1.57e-06]    []  
32300     [3.93e-06, 1.76e-06, 1.44e-06, 4.21e-06, 1.52e-06, 6.97e-07, 1.50e-06, 8.16e-07, 3.51e-06, 1.03e-08, 2.63e-05, 7.02e-05, 1.08e-04, 1.11e-04, 8.09e-09, 1.81e-11, 0.00e+00, 9.87e-08, 3.05e-10, 2.61e-08, 1.23e-06, 8.46e-06]    [3.93e-06, 1.76e-06, 1.44e-06, 4.21e-06, 1.52e-06, 6.97e-07, 1.50e-06, 8.16e-07, 3.51e-06, 1.03e-08, 2.63e-05, 7.02e-05, 1.08e-04, 1.11e-04, 8.09e-09, 1.81e-11, 0.00e+00, 9.87e-08, 3.05e-10, 2.61e-08, 1.23e-06, 8.46e-06]    []  
32400     [3.31e-06, 1.90e-06, 1.62e-06, 5.05e-06, 1.47e-06, 7.02e-07, 1.40e-06, 3.81e-06, 2.15e-06, 4.36e-08, 1.84e-05, 5.25e-05, 4.03e-05, 3.26e-05, 1.70e-08, 1.88e-09, 4.47e-08, 9.27e-08, 0.00e+00, 0.00e+00, 1.98e-05, 1.27e-05]    [3.31e-06, 1.90e-06, 1.62e-06, 5.05e-06, 1.47e-06, 7.02e-07, 1.40e-06, 3.81e-06, 2.15e-06, 4.36e-08, 1.84e-05, 5.25e-05, 4.03e-05, 3.26e-05, 1.70e-08, 1.88e-09, 4.47e-08, 9.27e-08, 0.00e+00, 0.00e+00, 1.98e-05, 1.27e-05]    []  
32500     [3.45e-06, 2.16e-06, 1.89e-06, 5.99e-06, 1.70e-06, 6.39e-07, 1.40e-06, 2.46e-07, 2.02e-06, 5.66e-09, 1.45e-05, 3.12e-05, 2.78e-05, 4.21e-06, 2.44e-07, 6.37e-08, 6.31e-08, 1.65e-07, 8.33e-08, 1.02e-06, 3.12e-07, 5.78e-06]    [3.45e-06, 2.16e-06, 1.89e-06, 5.99e-06, 1.70e-06, 6.39e-07, 1.40e-06, 2.46e-07, 2.02e-06, 5.66e-09, 1.45e-05, 3.12e-05, 2.78e-05, 4.21e-06, 2.44e-07, 6.37e-08, 6.31e-08, 1.65e-07, 8.33e-08, 1.02e-06, 3.12e-07, 5.78e-06]    []  
32600     [3.81e-06, 2.38e-06, 2.16e-06, 7.04e-06, 2.05e-06, 6.45e-07, 1.47e-06, 2.82e-06, 1.91e-05, 2.86e-08, 1.36e-05, 2.99e-05, 2.81e-05, 1.46e-06, 5.63e-07, 2.48e-07, 1.12e-10, 4.36e-07, 1.48e-06, 7.90e-06, 8.68e-06, 4.25e-05]    [3.81e-06, 2.38e-06, 2.16e-06, 7.04e-06, 2.05e-06, 6.45e-07, 1.47e-06, 2.82e-06, 1.91e-05, 2.86e-08, 1.36e-05, 2.99e-05, 2.81e-05, 1.46e-06, 5.63e-07, 2.48e-07, 1.12e-10, 4.36e-07, 1.48e-06, 7.90e-06, 8.68e-06, 4.25e-05]    []  
32700     [3.55e-06, 2.83e-06, 2.29e-06, 7.62e-06, 2.00e-06, 7.12e-07, 1.44e-06, 1.95e-09, 3.03e-06, 1.12e-08, 1.58e-05, 3.17e-05, 2.25e-05, 4.14e-05, 1.18e-11, 5.22e-09, 7.14e-08, 6.98e-10, 6.89e-08, 4.47e-07, 3.15e-07, 2.68e-06]    [3.55e-06, 2.83e-06, 2.29e-06, 7.62e-06, 2.00e-06, 7.12e-07, 1.44e-06, 1.95e-09, 3.03e-06, 1.12e-08, 1.58e-05, 3.17e-05, 2.25e-05, 4.14e-05, 1.18e-11, 5.22e-09, 7.14e-08, 6.98e-10, 6.89e-08, 4.47e-07, 3.15e-07, 2.68e-06]    []  
32800     [3.07e-06, 2.72e-06, 2.83e-06, 8.90e-06, 1.89e-06, 8.16e-07, 2.13e-06, 5.80e-06, 2.38e-05, 1.55e-07, 1.16e-04, 1.24e-04, 1.25e-04, 2.98e-05, 9.93e-09, 2.20e-08, 1.69e-07, 6.02e-07, 0.00e+00, 0.00e+00, 2.84e-06, 3.12e-04]    [3.07e-06, 2.72e-06, 2.83e-06, 8.90e-06, 1.89e-06, 8.16e-07, 2.13e-06, 5.80e-06, 2.38e-05, 1.55e-07, 1.16e-04, 1.24e-04, 1.25e-04, 2.98e-05, 9.93e-09, 2.20e-08, 1.69e-07, 6.02e-07, 0.00e+00, 0.00e+00, 2.84e-06, 3.12e-04]    []  
32900     [3.91e-06, 2.79e-06, 2.49e-06, 8.16e-06, 1.65e-06, 6.44e-07, 1.35e-06, 2.48e-07, 5.48e-07, 7.55e-10, 9.18e-06, 1.28e-05, 1.62e-05, 1.08e-05, 6.04e-07, 2.31e-07, 3.89e-07, 4.41e-07, 1.15e-09, 1.98e-08, 7.20e-07, 3.30e-07]    [3.91e-06, 2.79e-06, 2.49e-06, 8.16e-06, 1.65e-06, 6.44e-07, 1.35e-06, 2.48e-07, 5.48e-07, 7.55e-10, 9.18e-06, 1.28e-05, 1.62e-05, 1.08e-05, 6.04e-07, 2.31e-07, 3.89e-07, 4.41e-07, 1.15e-09, 1.98e-08, 7.20e-07, 3.30e-07]    []  
33000     [6.37e-06, 3.01e-06, 2.73e-06, 8.17e-06, 1.52e-06, 6.96e-07, 1.36e-06, 6.37e-06, 6.37e-07, 7.10e-08, 3.03e-05, 4.77e-05, 1.19e-04, 2.89e-04, 3.98e-06, 2.56e-06, 2.24e-06, 3.09e-06, 2.67e-07, 1.68e-08, 1.77e-06, 3.90e-07]    [6.37e-06, 3.01e-06, 2.73e-06, 8.17e-06, 1.52e-06, 6.96e-07, 1.36e-06, 6.37e-06, 6.37e-07, 7.10e-08, 3.03e-05, 4.77e-05, 1.19e-04, 2.89e-04, 3.98e-06, 2.56e-06, 2.24e-06, 3.09e-06, 2.67e-07, 1.68e-08, 1.77e-06, 3.90e-07]    []  
33100     [6.83e-06, 3.04e-06, 2.97e-06, 8.21e-06, 1.57e-06, 6.83e-07, 1.42e-06, 7.88e-07, 2.07e-06, 6.05e-08, 5.50e-05, 6.61e-05, 2.38e-04, 4.75e-04, 3.94e-06, 3.50e-06, 4.98e-06, 5.11e-06, 8.92e-08, 0.00e+00, 3.37e-07, 3.93e-06]    [6.83e-06, 3.04e-06, 2.97e-06, 8.21e-06, 1.57e-06, 6.83e-07, 1.42e-06, 7.88e-07, 2.07e-06, 6.05e-08, 5.50e-05, 6.61e-05, 2.38e-04, 4.75e-04, 3.94e-06, 3.50e-06, 4.98e-06, 5.11e-06, 8.92e-08, 0.00e+00, 3.37e-07, 3.93e-06]    []  
33200     [6.14e-06, 3.08e-06, 2.78e-06, 8.31e-06, 1.41e-06, 6.66e-07, 1.28e-06, 1.31e-07, 6.73e-07, 3.05e-08, 5.23e-05, 5.29e-05, 2.04e-04, 3.33e-04, 3.13e-06, 2.09e-06, 3.40e-06, 3.73e-06, 6.39e-09, 1.05e-07, 3.63e-07, 4.69e-07]    [6.14e-06, 3.08e-06, 2.78e-06, 8.31e-06, 1.41e-06, 6.66e-07, 1.28e-06, 1.31e-07, 6.73e-07, 3.05e-08, 5.23e-05, 5.29e-05, 2.04e-04, 3.33e-04, 3.13e-06, 2.09e-06, 3.40e-06, 3.73e-06, 6.39e-09, 1.05e-07, 3.63e-07, 4.69e-07]    []  
33300     [2.86e-06, 2.95e-06, 2.46e-06, 8.31e-06, 1.46e-06, 6.09e-07, 1.27e-06, 3.62e-07, 2.03e-07, 8.49e-09, 1.42e-05, 1.98e-05, 1.80e-05, 1.72e-06, 5.10e-08, 1.24e-08, 7.56e-07, 6.10e-08, 6.67e-09, 0.00e+00, 3.90e-07, 4.28e-06]    [2.86e-06, 2.95e-06, 2.46e-06, 8.31e-06, 1.46e-06, 6.09e-07, 1.27e-06, 3.62e-07, 2.03e-07, 8.49e-09, 1.42e-05, 1.98e-05, 1.80e-05, 1.72e-06, 5.10e-08, 1.24e-08, 7.56e-07, 6.10e-08, 6.67e-09, 0.00e+00, 3.90e-07, 4.28e-06]    []  
33400     [2.71e-06, 3.00e-06, 2.40e-06, 8.34e-06, 1.43e-06, 6.51e-07, 1.23e-06, 2.05e-05, 7.79e-07, 7.41e-09, 3.57e-05, 2.88e-05, 5.06e-05, 2.90e-06, 1.47e-07, 1.25e-07, 3.83e-07, 7.56e-07, 8.21e-06, 1.29e-06, 4.50e-05, 7.78e-06]    [2.71e-06, 3.00e-06, 2.40e-06, 8.34e-06, 1.43e-06, 6.51e-07, 1.23e-06, 2.05e-05, 7.79e-07, 7.41e-09, 3.57e-05, 2.88e-05, 5.06e-05, 2.90e-06, 1.47e-07, 1.25e-07, 3.83e-07, 7.56e-07, 8.21e-06, 1.29e-06, 4.50e-05, 7.78e-06]    []  
33500     [2.82e-06, 2.95e-06, 2.38e-06, 8.81e-06, 1.69e-06, 6.75e-07, 1.26e-06, 9.65e-07, 6.22e-07, 8.69e-08, 1.46e-05, 6.45e-05, 1.39e-05, 1.64e-04, 4.89e-09, 0.00e+00, 3.20e-10, 3.33e-10, 2.03e-07, 8.80e-08, 1.23e-06, 4.49e-07]    [2.82e-06, 2.95e-06, 2.38e-06, 8.81e-06, 1.69e-06, 6.75e-07, 1.26e-06, 9.65e-07, 6.22e-07, 8.69e-08, 1.46e-05, 6.45e-05, 1.39e-05, 1.64e-04, 4.89e-09, 0.00e+00, 3.20e-10, 3.33e-10, 2.03e-07, 8.80e-08, 1.23e-06, 4.49e-07]    []  
33600     [2.87e-06, 2.98e-06, 2.50e-06, 8.22e-06, 1.12e-06, 6.00e-07, 1.21e-06, 4.12e-08, 5.57e-06, 7.05e-08, 3.89e-05, 4.35e-05, 4.88e-05, 1.91e-06, 7.86e-09, 1.94e-08, 4.46e-07, 3.09e-07, 2.87e-07, 0.00e+00, 1.58e-06, 1.15e-05]    [2.87e-06, 2.98e-06, 2.50e-06, 8.22e-06, 1.12e-06, 6.00e-07, 1.21e-06, 4.12e-08, 5.57e-06, 7.05e-08, 3.89e-05, 4.35e-05, 4.88e-05, 1.91e-06, 7.86e-09, 1.94e-08, 4.46e-07, 3.09e-07, 2.87e-07, 0.00e+00, 1.58e-06, 1.15e-05]    []  
33700     [6.08e-06, 3.15e-06, 2.85e-06, 9.31e-06, 2.45e-06, 9.04e-07, 1.36e-06, 2.83e-06, 5.78e-06, 1.90e-07, 3.51e-05, 2.30e-04, 6.31e-05, 7.66e-04, 1.52e-09, 0.00e+00, 0.00e+00, 1.10e-08, 4.61e-07, 3.66e-06, 2.47e-06, 2.11e-05]    [6.08e-06, 3.15e-06, 2.85e-06, 9.31e-06, 2.45e-06, 9.04e-07, 1.36e-06, 2.83e-06, 5.78e-06, 1.90e-07, 3.51e-05, 2.30e-04, 6.31e-05, 7.66e-04, 1.52e-09, 0.00e+00, 0.00e+00, 1.10e-08, 4.61e-07, 3.66e-06, 2.47e-06, 2.11e-05]    []  
33800     [3.48e-06, 3.16e-06, 3.21e-06, 8.58e-06, 2.24e-06, 8.22e-07, 1.46e-06, 6.25e-06, 4.01e-05, 1.55e-07, 1.14e-04, 2.30e-04, 5.32e-05, 3.11e-04, 1.05e-07, 1.10e-07, 1.21e-08, 1.66e-08, 8.84e-08, 5.16e-05, 1.77e-07, 2.27e-04]    [3.48e-06, 3.16e-06, 3.21e-06, 8.58e-06, 2.24e-06, 8.22e-07, 1.46e-06, 6.25e-06, 4.01e-05, 1.55e-07, 1.14e-04, 2.30e-04, 5.32e-05, 3.11e-04, 1.05e-07, 1.10e-07, 1.21e-08, 1.66e-08, 8.84e-08, 5.16e-05, 1.77e-07, 2.27e-04]    []  
33900     [2.84e-06, 2.94e-06, 2.39e-06, 7.97e-06, 1.34e-06, 5.56e-07, 9.70e-07, 4.38e-07, 5.63e-09, 5.75e-08, 2.84e-05, 2.97e-05, 1.13e-04, 1.26e-04, 9.06e-09, 0.00e+00, 3.97e-09, 3.09e-16, 3.13e-08, 1.65e-09, 2.62e-07, 1.11e-07]    [2.84e-06, 2.94e-06, 2.39e-06, 7.97e-06, 1.34e-06, 5.56e-07, 9.70e-07, 4.38e-07, 5.63e-09, 5.75e-08, 2.84e-05, 2.97e-05, 1.13e-04, 1.26e-04, 9.06e-09, 0.00e+00, 3.97e-09, 3.09e-16, 3.13e-08, 1.65e-09, 2.62e-07, 1.11e-07]    []  
34000     [2.94e-06, 2.93e-06, 2.39e-06, 7.42e-06, 1.02e-06, 6.10e-07, 9.84e-07, 5.02e-06, 1.73e-07, 1.78e-09, 3.25e-06, 7.09e-06, 6.13e-06, 3.31e-07, 1.44e-07, 4.40e-08, 1.17e-07, 1.30e-07, 2.15e-06, 9.15e-09, 1.35e-05, 1.89e-07]    [2.94e-06, 2.93e-06, 2.39e-06, 7.42e-06, 1.02e-06, 6.10e-07, 9.84e-07, 5.02e-06, 1.73e-07, 1.78e-09, 3.25e-06, 7.09e-06, 6.13e-06, 3.31e-07, 1.44e-07, 4.40e-08, 1.17e-07, 1.30e-07, 2.15e-06, 9.15e-09, 1.35e-05, 1.89e-07]    []  

Best model at step 23339:
  train loss: 1.57e-05
  test loss: 1.57e-05
  test metric: []

'train' took 38.941592 s

Best train step: 23339
lambda_a: 5.054069897980571
lambda_b: 6.478867012971448
kappa_a: 1.3361594171634177
kappa_b: 1.3957776956977146
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
34000     [2.94e-06, 2.93e-06, 2.39e-06, 7.42e-06, 1.02e-06, 6.10e-07, 9.84e-07, 5.02e-06, 1.73e-07, 1.78e-09, 3.25e-06, 7.09e-06, 6.13e-06, 3.31e-07, 1.44e-07, 4.40e-08, 1.17e-07, 1.30e-07, 2.15e-06, 9.15e-09, 1.35e-05, 1.89e-07]    [2.94e-06, 2.93e-06, 2.39e-06, 7.42e-06, 1.02e-06, 6.10e-07, 9.84e-07, 5.02e-06, 1.73e-07, 1.78e-09, 3.25e-06, 7.09e-06, 6.13e-06, 3.31e-07, 1.44e-07, 4.40e-08, 1.17e-07, 1.30e-07, 2.15e-06, 9.15e-09, 1.35e-05, 1.89e-07]    []  
34100     [2.46e-06, 3.04e-06, 2.44e-06, 7.71e-06, 1.53e-06, 5.41e-07, 9.10e-07, 3.47e-06, 3.66e-06, 3.32e-07, 3.61e-05, 3.92e-05, 1.73e-04, 2.28e-04, 2.13e-08, 9.73e-10, 0.00e+00, 1.36e-09, 8.53e-08, 6.21e-08, 3.72e-07, 1.79e-06]    [2.46e-06, 3.04e-06, 2.44e-06, 7.71e-06, 1.53e-06, 5.41e-07, 9.10e-07, 3.47e-06, 3.66e-06, 3.32e-07, 3.61e-05, 3.92e-05, 1.73e-04, 2.28e-04, 2.13e-08, 9.73e-10, 0.00e+00, 1.36e-09, 8.53e-08, 6.21e-08, 3.72e-07, 1.79e-06]    []  
34200     [2.53e-06, 2.89e-06, 2.31e-06, 7.03e-06, 1.21e-06, 5.65e-07, 9.00e-07, 3.97e-11, 3.12e-08, 4.51e-08, 1.38e-05, 1.46e-05, 3.92e-05, 2.27e-05, 1.45e-08, 6.30e-09, 1.31e-08, 3.07e-09, 1.13e-09, 9.87e-09, 6.75e-08, 5.18e-08]    [2.53e-06, 2.89e-06, 2.31e-06, 7.03e-06, 1.21e-06, 5.65e-07, 9.00e-07, 3.97e-11, 3.12e-08, 4.51e-08, 1.38e-05, 1.46e-05, 3.92e-05, 2.27e-05, 1.45e-08, 6.30e-09, 1.31e-08, 3.07e-09, 1.13e-09, 9.87e-09, 6.75e-08, 5.18e-08]    []  
34300     [5.78e-06, 3.01e-06, 2.56e-06, 6.62e-06, 9.44e-07, 6.60e-07, 9.52e-07, 2.15e-07, 2.21e-07, 1.76e-07, 6.28e-05, 6.69e-05, 2.80e-04, 4.68e-04, 4.52e-06, 2.36e-06, 5.68e-06, 3.75e-06, 4.52e-08, 6.52e-09, 2.76e-07, 6.68e-08]    [5.78e-06, 3.01e-06, 2.56e-06, 6.62e-06, 9.44e-07, 6.60e-07, 9.52e-07, 2.15e-07, 2.21e-07, 1.76e-07, 6.28e-05, 6.69e-05, 2.80e-04, 4.68e-04, 4.52e-06, 2.36e-06, 5.68e-06, 3.75e-06, 4.52e-08, 6.52e-09, 2.76e-07, 6.68e-08]    []  
34400     [2.41e-06, 2.85e-06, 2.36e-06, 6.76e-06, 1.05e-06, 6.24e-07, 8.59e-07, 1.75e-06, 8.16e-07, 1.99e-07, 4.01e-06, 1.44e-05, 5.70e-06, 2.64e-05, 2.11e-08, 2.43e-11, 1.15e-08, 4.94e-08, 5.69e-08, 0.00e+00, 3.97e-07, 9.78e-07]    [2.41e-06, 2.85e-06, 2.36e-06, 6.76e-06, 1.05e-06, 6.24e-07, 8.59e-07, 1.75e-06, 8.16e-07, 1.99e-07, 4.01e-06, 1.44e-05, 5.70e-06, 2.64e-05, 2.11e-08, 2.43e-11, 1.15e-08, 4.94e-08, 5.69e-08, 0.00e+00, 3.97e-07, 9.78e-07]    []  
34500     [9.94e-06, 3.60e-06, 3.11e-06, 8.51e-06, 2.37e-06, 1.30e-06, 1.02e-06, 8.35e-08, 8.00e-08, 7.87e-07, 6.00e-05, 3.63e-04, 1.69e-04, 1.53e-03, 3.58e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.94e-07, 1.64e-08, 1.16e-06, 7.49e-08]    [9.94e-06, 3.60e-06, 3.11e-06, 8.51e-06, 2.37e-06, 1.30e-06, 1.02e-06, 8.35e-08, 8.00e-08, 7.87e-07, 6.00e-05, 3.63e-04, 1.69e-04, 1.53e-03, 3.58e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.94e-07, 1.64e-08, 1.16e-06, 7.49e-08]    []  
34600     [3.47e-06, 3.19e-06, 2.28e-06, 6.95e-06, 1.42e-06, 1.01e-06, 8.67e-07, 6.70e-05, 4.50e-06, 5.87e-07, 1.57e-05, 7.36e-05, 7.62e-05, 3.96e-04, 5.55e-07, 1.53e-08, 6.89e-08, 0.00e+00, 6.61e-06, 0.00e+00, 3.69e-05, 4.75e-07]    [3.47e-06, 3.19e-06, 2.28e-06, 6.95e-06, 1.42e-06, 1.01e-06, 8.67e-07, 6.70e-05, 4.50e-06, 5.87e-07, 1.57e-05, 7.36e-05, 7.62e-05, 3.96e-04, 5.55e-07, 1.53e-08, 6.89e-08, 0.00e+00, 6.61e-06, 0.00e+00, 3.69e-05, 4.75e-07]    []  
34700     [3.43e-06, 2.96e-06, 2.53e-06, 5.91e-06, 7.58e-07, 6.72e-07, 8.53e-07, 4.70e-07, 3.29e-10, 7.04e-07, 4.96e-05, 3.42e-05, 1.20e-04, 4.93e-05, 3.46e-07, 6.05e-07, 6.62e-07, 7.88e-07, 1.88e-07, 1.23e-07, 1.22e-06, 7.74e-07]    [3.43e-06, 2.96e-06, 2.53e-06, 5.91e-06, 7.58e-07, 6.72e-07, 8.53e-07, 4.70e-07, 3.29e-10, 7.04e-07, 4.96e-05, 3.42e-05, 1.20e-04, 4.93e-05, 3.46e-07, 6.05e-07, 6.62e-07, 7.88e-07, 1.88e-07, 1.23e-07, 1.22e-06, 7.74e-07]    []  
34800     [2.27e-06, 2.75e-06, 2.25e-06, 5.97e-06, 8.96e-07, 6.78e-07, 8.00e-07, 8.66e-06, 1.71e-05, 6.11e-10, 3.90e-06, 4.96e-06, 8.40e-06, 6.13e-06, 1.30e-07, 7.65e-08, 1.00e-07, 2.41e-07, 4.40e-07, 4.49e-07, 3.33e-06, 3.93e-06]    [2.27e-06, 2.75e-06, 2.25e-06, 5.97e-06, 8.96e-07, 6.78e-07, 8.00e-07, 8.66e-06, 1.71e-05, 6.11e-10, 3.90e-06, 4.96e-06, 8.40e-06, 6.13e-06, 1.30e-07, 7.65e-08, 1.00e-07, 2.41e-07, 4.40e-07, 4.49e-07, 3.33e-06, 3.93e-06]    []  
34900     [2.40e-06, 2.87e-06, 2.51e-06, 6.34e-06, 1.72e-06, 7.80e-07, 8.58e-07, 2.92e-05, 1.70e-05, 2.28e-06, 2.42e-06, 4.81e-06, 7.08e-06, 5.17e-06, 5.09e-08, 1.18e-07, 8.50e-09, 2.27e-08, 1.40e-06, 3.57e-06, 9.71e-06, 2.08e-05]    [2.40e-06, 2.87e-06, 2.51e-06, 6.34e-06, 1.72e-06, 7.80e-07, 8.58e-07, 2.92e-05, 1.70e-05, 2.28e-06, 2.42e-06, 4.81e-06, 7.08e-06, 5.17e-06, 5.09e-08, 1.18e-07, 8.50e-09, 2.27e-08, 1.40e-06, 3.57e-06, 9.71e-06, 2.08e-05]    []  
35000     [3.63e-05, 4.81e-06, 4.74e-06, 8.85e-06, 3.90e-06, 2.51e-06, 1.81e-06, 1.68e-07, 1.25e-06, 5.24e-06, 2.27e-04, 8.40e-04, 7.09e-04, 4.82e-03, 9.42e-05, 9.52e-05, 2.70e-05, 2.88e-05, 1.32e-08, 0.00e+00, 1.19e-07, 2.14e-06]    [3.63e-05, 4.81e-06, 4.74e-06, 8.85e-06, 3.90e-06, 2.51e-06, 1.81e-06, 1.68e-07, 1.25e-06, 5.24e-06, 2.27e-04, 8.40e-04, 7.09e-04, 4.82e-03, 9.42e-05, 9.52e-05, 2.70e-05, 2.88e-05, 1.32e-08, 0.00e+00, 1.19e-07, 2.14e-06]    []  
35100     [1.92e-06, 2.75e-06, 2.41e-06, 5.99e-06, 1.09e-06, 6.65e-07, 6.49e-07, 8.03e-09, 5.45e-09, 3.37e-08, 4.83e-05, 2.66e-05, 8.75e-05, 3.17e-05, 1.96e-08, 3.60e-08, 5.17e-09, 2.93e-09, 1.03e-09, 3.46e-08, 2.45e-07, 1.63e-07]    [1.92e-06, 2.75e-06, 2.41e-06, 5.99e-06, 1.09e-06, 6.65e-07, 6.49e-07, 8.03e-09, 5.45e-09, 3.37e-08, 4.83e-05, 2.66e-05, 8.75e-05, 3.17e-05, 1.96e-08, 3.60e-08, 5.17e-09, 2.93e-09, 1.03e-09, 3.46e-08, 2.45e-07, 1.63e-07]    []  
35200     [1.83e-06, 2.71e-06, 2.33e-06, 5.71e-06, 9.92e-07, 7.09e-07, 6.38e-07, 9.80e-08, 6.31e-08, 3.15e-08, 2.17e-06, 8.32e-06, 1.08e-05, 2.93e-05, 1.08e-09, 2.60e-09, 1.04e-09, 6.00e-10, 3.29e-09, 5.95e-09, 7.81e-08, 5.99e-08]    [1.83e-06, 2.71e-06, 2.33e-06, 5.71e-06, 9.92e-07, 7.09e-07, 6.38e-07, 9.80e-08, 6.31e-08, 3.15e-08, 2.17e-06, 8.32e-06, 1.08e-05, 2.93e-05, 1.08e-09, 2.60e-09, 1.04e-09, 6.00e-10, 3.29e-09, 5.95e-09, 7.81e-08, 5.99e-08]    []  
35300     [2.24e-06, 2.76e-06, 2.34e-06, 5.22e-06, 1.33e-06, 8.35e-07, 7.71e-07, 8.25e-07, 1.27e-05, 8.38e-07, 3.95e-06, 7.43e-06, 7.30e-06, 5.31e-07, 2.34e-08, 3.26e-08, 1.03e-06, 7.65e-08, 0.00e+00, 0.00e+00, 1.40e-05, 1.36e-05]    [2.24e-06, 2.76e-06, 2.34e-06, 5.22e-06, 1.33e-06, 8.35e-07, 7.71e-07, 8.25e-07, 1.27e-05, 8.38e-07, 3.95e-06, 7.43e-06, 7.30e-06, 5.31e-07, 2.34e-08, 3.26e-08, 1.03e-06, 7.65e-08, 0.00e+00, 0.00e+00, 1.40e-05, 1.36e-05]    []  
35400     [1.99e-06, 2.73e-06, 2.27e-06, 5.35e-06, 1.26e-06, 7.57e-07, 6.94e-07, 8.03e-08, 2.21e-11, 2.83e-08, 3.33e-06, 5.04e-06, 5.12e-06, 2.29e-07, 1.24e-07, 5.16e-08, 5.35e-08, 1.51e-07, 7.28e-09, 8.96e-09, 1.03e-07, 5.88e-08]    [1.99e-06, 2.73e-06, 2.27e-06, 5.35e-06, 1.26e-06, 7.57e-07, 6.94e-07, 8.03e-08, 2.21e-11, 2.83e-08, 3.33e-06, 5.04e-06, 5.12e-06, 2.29e-07, 1.24e-07, 5.16e-08, 5.35e-08, 1.51e-07, 7.28e-09, 8.96e-09, 1.03e-07, 5.88e-08]    []  
35500     [3.67e-06, 2.65e-06, 2.31e-06, 5.02e-06, 8.12e-07, 8.43e-07, 7.21e-07, 1.09e-08, 8.93e-09, 1.03e-09, 2.91e-05, 3.08e-05, 1.29e-04, 2.29e-04, 1.65e-06, 1.12e-06, 2.34e-06, 2.04e-06, 8.41e-09, 1.93e-09, 6.54e-08, 8.27e-08]    [3.67e-06, 2.65e-06, 2.31e-06, 5.02e-06, 8.12e-07, 8.43e-07, 7.21e-07, 1.09e-08, 8.93e-09, 1.03e-09, 2.91e-05, 3.08e-05, 1.29e-04, 2.29e-04, 1.65e-06, 1.12e-06, 2.34e-06, 2.04e-06, 8.41e-09, 1.93e-09, 6.54e-08, 8.27e-08]    []  
35600     [1.06e-05, 3.03e-06, 2.84e-06, 5.18e-06, 1.72e-06, 1.15e-06, 8.69e-07, 1.93e-09, 1.81e-11, 5.18e-07, 6.94e-05, 1.58e-04, 3.79e-04, 1.17e-03, 1.38e-05, 1.25e-05, 9.76e-06, 8.04e-06, 4.85e-08, 2.42e-08, 1.33e-07, 1.11e-07]    [1.06e-05, 3.03e-06, 2.84e-06, 5.18e-06, 1.72e-06, 1.15e-06, 8.69e-07, 1.93e-09, 1.81e-11, 5.18e-07, 6.94e-05, 1.58e-04, 3.79e-04, 1.17e-03, 1.38e-05, 1.25e-05, 9.76e-06, 8.04e-06, 4.85e-08, 2.42e-08, 1.33e-07, 1.11e-07]    []  
35700     [5.33e-06, 2.80e-06, 2.80e-06, 5.00e-06, 1.48e-06, 9.52e-07, 9.24e-07, 2.28e-05, 1.84e-06, 1.16e-08, 1.25e-04, 9.31e-05, 1.49e-04, 1.33e-05, 4.54e-07, 1.19e-05, 3.64e-07, 5.09e-08, 3.12e-06, 2.66e-06, 2.00e-05, 1.50e-05]    [5.33e-06, 2.80e-06, 2.80e-06, 5.00e-06, 1.48e-06, 9.52e-07, 9.24e-07, 2.28e-05, 1.84e-06, 1.16e-08, 1.25e-04, 9.31e-05, 1.49e-04, 1.33e-05, 4.54e-07, 1.19e-05, 3.64e-07, 5.09e-08, 3.12e-06, 2.66e-06, 2.00e-05, 1.50e-05]    []  
35800     [1.48e-06, 2.42e-06, 2.20e-06, 4.56e-06, 8.97e-07, 8.19e-07, 5.69e-07, 5.01e-07, 1.74e-08, 1.14e-09, 1.28e-05, 8.94e-06, 2.16e-05, 2.04e-06, 2.45e-08, 9.12e-09, 2.95e-07, 1.11e-07, 7.63e-08, 1.13e-09, 4.23e-07, 7.99e-08]    [1.48e-06, 2.42e-06, 2.20e-06, 4.56e-06, 8.97e-07, 8.19e-07, 5.69e-07, 5.01e-07, 1.74e-08, 1.14e-09, 1.28e-05, 8.94e-06, 2.16e-05, 2.04e-06, 2.45e-08, 9.12e-09, 2.95e-07, 1.11e-07, 7.63e-08, 1.13e-09, 4.23e-07, 7.99e-08]    []  
35900     [1.42e-06, 2.47e-06, 2.31e-06, 4.47e-06, 1.46e-06, 7.41e-07, 5.24e-07, 1.31e-07, 5.35e-08, 1.80e-09, 1.05e-05, 1.03e-05, 1.52e-05, 8.22e-07, 7.54e-08, 3.50e-08, 3.84e-08, 1.30e-07, 1.90e-08, 8.78e-08, 2.03e-07, 3.96e-07]    [1.42e-06, 2.47e-06, 2.31e-06, 4.47e-06, 1.46e-06, 7.41e-07, 5.24e-07, 1.31e-07, 5.35e-08, 1.80e-09, 1.05e-05, 1.03e-05, 1.52e-05, 8.22e-07, 7.54e-08, 3.50e-08, 3.84e-08, 1.30e-07, 1.90e-08, 8.78e-08, 2.03e-07, 3.96e-07]    []  
36000     [2.08e-06, 2.41e-06, 2.38e-06, 4.33e-06, 1.21e-06, 9.66e-07, 5.91e-07, 1.23e-07, 1.79e-10, 8.48e-08, 8.69e-06, 1.29e-05, 6.50e-06, 1.60e-05, 6.02e-07, 5.91e-07, 7.73e-08, 7.96e-08, 0.00e+00, 1.23e-07, 2.92e-06, 6.67e-07]    [2.08e-06, 2.41e-06, 2.38e-06, 4.33e-06, 1.21e-06, 9.66e-07, 5.91e-07, 1.23e-07, 1.79e-10, 8.48e-08, 8.69e-06, 1.29e-05, 6.50e-06, 1.60e-05, 6.02e-07, 5.91e-07, 7.73e-08, 7.96e-08, 0.00e+00, 1.23e-07, 2.92e-06, 6.67e-07]    []  

Best model at step 23339:
  train loss: 1.57e-05
  test loss: 1.57e-05
  test metric: []

'train' took 39.745152 s

Best train step: 23339
lambda_a: 5.054069897980571
lambda_b: 6.478867012971448
kappa_a: 1.3361594171634177
kappa_b: 1.3957776956977146
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
36000     [2.08e-06, 2.41e-06, 2.38e-06, 4.33e-06, 1.21e-06, 9.66e-07, 5.91e-07, 1.23e-07, 1.79e-10, 8.48e-08, 8.69e-06, 1.29e-05, 6.50e-06, 1.60e-05, 6.02e-07, 5.91e-07, 7.73e-08, 7.96e-08, 0.00e+00, 1.23e-07, 2.92e-06, 6.67e-07]    [2.08e-06, 2.41e-06, 2.38e-06, 4.33e-06, 1.21e-06, 9.66e-07, 5.91e-07, 1.23e-07, 1.79e-10, 8.48e-08, 8.69e-06, 1.29e-05, 6.50e-06, 1.60e-05, 6.02e-07, 5.91e-07, 7.73e-08, 7.96e-08, 0.00e+00, 1.23e-07, 2.92e-06, 6.67e-07]    []  
36100     [1.68e-06, 2.44e-06, 2.35e-06, 4.26e-06, 1.33e-06, 8.47e-07, 5.22e-07, 3.13e-07, 8.64e-07, 2.70e-11, 1.88e-05, 1.75e-05, 2.92e-05, 1.66e-06, 1.73e-07, 1.71e-07, 8.32e-09, 6.21e-08, 6.02e-08, 1.06e-07, 2.85e-07, 6.07e-07]    [1.68e-06, 2.44e-06, 2.35e-06, 4.26e-06, 1.33e-06, 8.47e-07, 5.22e-07, 3.13e-07, 8.64e-07, 2.70e-11, 1.88e-05, 1.75e-05, 2.92e-05, 1.66e-06, 1.73e-07, 1.71e-07, 8.32e-09, 6.21e-08, 6.02e-08, 1.06e-07, 2.85e-07, 6.07e-07]    []  
36200     [2.13e-06, 2.30e-06, 2.29e-06, 3.91e-06, 1.19e-06, 1.01e-06, 5.26e-07, 1.43e-05, 8.32e-08, 9.73e-08, 6.19e-06, 9.43e-06, 2.57e-05, 5.46e-05, 4.95e-07, 5.68e-07, 4.75e-07, 5.54e-07, 2.08e-07, 2.82e-08, 3.48e-06, 2.52e-07]    [2.13e-06, 2.30e-06, 2.29e-06, 3.91e-06, 1.19e-06, 1.01e-06, 5.26e-07, 1.43e-05, 8.32e-08, 9.73e-08, 6.19e-06, 9.43e-06, 2.57e-05, 5.46e-05, 4.95e-07, 5.68e-07, 4.75e-07, 5.54e-07, 2.08e-07, 2.82e-08, 3.48e-06, 2.52e-07]    []  
36300     [2.30e-06, 2.66e-06, 2.77e-06, 4.52e-06, 1.51e-06, 1.18e-06, 5.89e-07, 8.77e-06, 1.69e-05, 2.18e-06, 3.23e-05, 4.58e-05, 2.22e-04, 3.33e-04, 9.49e-07, 0.00e+00, 1.74e-09, 0.00e+00, 9.89e-08, 7.85e-07, 9.37e-06, 4.93e-06]    [2.30e-06, 2.66e-06, 2.77e-06, 4.52e-06, 1.51e-06, 1.18e-06, 5.89e-07, 8.77e-06, 1.69e-05, 2.18e-06, 3.23e-05, 4.58e-05, 2.22e-04, 3.33e-04, 9.49e-07, 0.00e+00, 1.74e-09, 0.00e+00, 9.89e-08, 7.85e-07, 9.37e-06, 4.93e-06]    []  
36400     [5.99e-06, 2.55e-06, 2.54e-06, 3.94e-06, 1.44e-06, 1.15e-06, 5.76e-07, 9.23e-07, 1.27e-06, 1.09e-06, 5.08e-05, 8.11e-05, 2.49e-04, 6.07e-04, 5.17e-06, 5.56e-06, 3.76e-06, 5.73e-06, 7.93e-09, 1.81e-12, 4.76e-07, 9.14e-07]    [5.99e-06, 2.55e-06, 2.54e-06, 3.94e-06, 1.44e-06, 1.15e-06, 5.76e-07, 9.23e-07, 1.27e-06, 1.09e-06, 5.08e-05, 8.11e-05, 2.49e-04, 6.07e-04, 5.17e-06, 5.56e-06, 3.76e-06, 5.73e-06, 7.93e-09, 1.81e-12, 4.76e-07, 9.14e-07]    []  
36500     [3.34e-06, 2.62e-06, 2.56e-06, 4.46e-06, 1.32e-06, 1.18e-06, 4.56e-07, 2.31e-06, 2.55e-07, 1.09e-08, 2.21e-05, 7.92e-05, 1.51e-04, 4.76e-04, 1.96e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-09, 0.00e+00, 1.41e-06, 2.64e-06]    [3.34e-06, 2.62e-06, 2.56e-06, 4.46e-06, 1.32e-06, 1.18e-06, 4.56e-07, 2.31e-06, 2.55e-07, 1.09e-08, 2.21e-05, 7.92e-05, 1.51e-04, 4.76e-04, 1.96e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-09, 0.00e+00, 1.41e-06, 2.64e-06]    []  
36600     [4.26e-06, 2.38e-06, 2.38e-06, 3.76e-06, 1.34e-06, 1.17e-06, 5.70e-07, 1.66e-10, 5.90e-07, 8.20e-08, 1.81e-05, 4.38e-05, 9.07e-05, 3.06e-04, 3.17e-06, 3.32e-06, 2.32e-06, 1.93e-06, 7.27e-09, 1.40e-08, 9.98e-08, 2.58e-07]    [4.26e-06, 2.38e-06, 2.38e-06, 3.76e-06, 1.34e-06, 1.17e-06, 5.70e-07, 1.66e-10, 5.90e-07, 8.20e-08, 1.81e-05, 4.38e-05, 9.07e-05, 3.06e-04, 3.17e-06, 3.32e-06, 2.32e-06, 1.93e-06, 7.27e-09, 1.40e-08, 9.98e-08, 2.58e-07]    []  
36700     [2.40e-06, 2.36e-06, 2.39e-06, 3.82e-06, 1.25e-06, 1.15e-06, 5.02e-07, 2.58e-08, 1.15e-07, 7.23e-08, 3.37e-05, 2.04e-05, 8.96e-05, 8.09e-05, 4.39e-07, 3.38e-08, 1.03e-06, 8.38e-07, 1.05e-08, 1.77e-09, 1.13e-07, 1.44e-07]    [2.40e-06, 2.36e-06, 2.39e-06, 3.82e-06, 1.25e-06, 1.15e-06, 5.02e-07, 2.58e-08, 1.15e-07, 7.23e-08, 3.37e-05, 2.04e-05, 8.96e-05, 8.09e-05, 4.39e-07, 3.38e-08, 1.03e-06, 8.38e-07, 1.05e-08, 1.77e-09, 1.13e-07, 1.44e-07]    []  
36800     [1.26e-06, 2.31e-06, 2.28e-06, 3.75e-06, 1.55e-06, 8.55e-07, 3.60e-07, 1.46e-12, 7.59e-09, 4.40e-09, 9.30e-06, 8.91e-06, 2.69e-05, 2.62e-05, 6.51e-11, 1.76e-08, 1.28e-07, 3.78e-09, 3.22e-09, 4.15e-10, 1.38e-07, 1.46e-07]    [1.26e-06, 2.31e-06, 2.28e-06, 3.75e-06, 1.55e-06, 8.55e-07, 3.60e-07, 1.46e-12, 7.59e-09, 4.40e-09, 9.30e-06, 8.91e-06, 2.69e-05, 2.62e-05, 6.51e-11, 1.76e-08, 1.28e-07, 3.78e-09, 3.22e-09, 4.15e-10, 1.38e-07, 1.46e-07]    []  
36900     [2.46e-06, 3.88e-06, 2.52e-06, 5.32e-06, 2.84e-06, 1.06e-06, 5.03e-07, 5.06e-05, 5.64e-06, 1.40e-05, 8.12e-06, 1.56e-05, 1.38e-05, 1.22e-05, 6.95e-07, 1.33e-06, 8.10e-07, 1.26e-07, 1.09e-05, 1.11e-07, 6.88e-05, 3.54e-06]    [2.46e-06, 3.88e-06, 2.52e-06, 5.32e-06, 2.84e-06, 1.06e-06, 5.03e-07, 5.06e-05, 5.64e-06, 1.40e-05, 8.12e-06, 1.56e-05, 1.38e-05, 1.22e-05, 6.95e-07, 1.33e-06, 8.10e-07, 1.26e-07, 1.09e-05, 1.11e-07, 6.88e-05, 3.54e-06]    []  
37000     [1.77e-06, 2.50e-06, 2.24e-06, 3.65e-06, 1.20e-06, 9.65e-07, 4.00e-07, 3.87e-10, 3.38e-08, 6.74e-08, 1.94e-05, 1.17e-05, 4.69e-05, 3.18e-05, 1.13e-07, 2.19e-07, 5.46e-07, 4.85e-07, 3.59e-08, 1.26e-08, 1.96e-07, 1.05e-07]    [1.77e-06, 2.50e-06, 2.24e-06, 3.65e-06, 1.20e-06, 9.65e-07, 4.00e-07, 3.87e-10, 3.38e-08, 6.74e-08, 1.94e-05, 1.17e-05, 4.69e-05, 3.18e-05, 1.13e-07, 2.19e-07, 5.46e-07, 4.85e-07, 3.59e-08, 1.26e-08, 1.96e-07, 1.05e-07]    []  
37100     [2.00e-06, 2.25e-06, 2.25e-06, 3.54e-06, 1.36e-06, 1.00e-06, 3.91e-07, 1.16e-08, 1.34e-09, 7.10e-08, 2.37e-06, 7.02e-06, 8.89e-06, 3.65e-05, 3.82e-07, 5.80e-07, 2.34e-07, 3.11e-07, 8.84e-09, 2.39e-09, 1.25e-07, 6.00e-08]    [2.00e-06, 2.25e-06, 2.25e-06, 3.54e-06, 1.36e-06, 1.00e-06, 3.91e-07, 1.16e-08, 1.34e-09, 7.10e-08, 2.37e-06, 7.02e-06, 8.89e-06, 3.65e-05, 3.82e-07, 5.80e-07, 2.34e-07, 3.11e-07, 8.84e-09, 2.39e-09, 1.25e-07, 6.00e-08]    []  
37200     [8.49e-06, 3.24e-06, 2.90e-06, 4.77e-06, 1.83e-06, 1.67e-06, 4.99e-07, 7.75e-09, 6.38e-08, 6.79e-07, 3.90e-05, 2.85e-04, 2.14e-04, 1.32e-03, 2.49e-08, 0.00e+00, 0.00e+00, 0.00e+00, 3.46e-08, 1.22e-08, 2.51e-07, 1.51e-07]    [8.49e-06, 3.24e-06, 2.90e-06, 4.77e-06, 1.83e-06, 1.67e-06, 4.99e-07, 7.75e-09, 6.38e-08, 6.79e-07, 3.90e-05, 2.85e-04, 2.14e-04, 1.32e-03, 2.49e-08, 0.00e+00, 0.00e+00, 0.00e+00, 3.46e-08, 1.22e-08, 2.51e-07, 1.51e-07]    []  
37300     [1.92e-06, 2.69e-06, 2.49e-06, 3.60e-06, 1.57e-06, 1.03e-06, 3.96e-07, 5.22e-07, 4.04e-08, 4.04e-06, 8.81e-05, 5.46e-05, 8.24e-05, 2.14e-05, 5.80e-08, 1.07e-07, 1.07e-06, 2.54e-06, 2.60e-09, 5.52e-08, 8.15e-07, 2.40e-07]    [1.92e-06, 2.69e-06, 2.49e-06, 3.60e-06, 1.57e-06, 1.03e-06, 3.96e-07, 5.22e-07, 4.04e-08, 4.04e-06, 8.81e-05, 5.46e-05, 8.24e-05, 2.14e-05, 5.80e-08, 1.07e-07, 1.07e-06, 2.54e-06, 2.60e-09, 5.52e-08, 8.15e-07, 2.40e-07]    []  
37400     [1.86e-06, 2.31e-06, 2.32e-06, 3.72e-06, 1.28e-06, 9.65e-07, 3.45e-07, 1.42e-07, 4.57e-09, 1.46e-08, 4.35e-05, 2.89e-05, 7.01e-05, 3.65e-06, 1.80e-07, 2.57e-07, 1.26e-07, 2.09e-09, 3.35e-09, 3.34e-09, 5.82e-08, 2.16e-08]    [1.86e-06, 2.31e-06, 2.32e-06, 3.72e-06, 1.28e-06, 9.65e-07, 3.45e-07, 1.42e-07, 4.57e-09, 1.46e-08, 4.35e-05, 2.89e-05, 7.01e-05, 3.65e-06, 1.80e-07, 2.57e-07, 1.26e-07, 2.09e-09, 3.35e-09, 3.34e-09, 5.82e-08, 2.16e-08]    []  
37500     [3.07e-06, 2.48e-06, 2.55e-06, 3.95e-06, 1.53e-06, 1.18e-06, 3.12e-07, 7.35e-06, 5.56e-07, 3.42e-08, 4.70e-05, 7.65e-05, 2.32e-04, 4.26e-04, 1.22e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.77e-07, 9.89e-06, 2.49e-06]    [3.07e-06, 2.48e-06, 2.55e-06, 3.95e-06, 1.53e-06, 1.18e-06, 3.12e-07, 7.35e-06, 5.56e-07, 3.42e-08, 4.70e-05, 7.65e-05, 2.32e-04, 4.26e-04, 1.22e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.77e-07, 9.89e-06, 2.49e-06]    []  
37600     [1.35e-06, 2.44e-06, 2.32e-06, 3.89e-06, 1.31e-06, 1.35e-06, 3.70e-07, 3.39e-10, 1.60e-06, 6.66e-06, 1.49e-05, 8.04e-05, 5.24e-05, 2.99e-04, 1.29e-06, 6.35e-08, 0.00e+00, 0.00e+00, 4.36e-08, 5.78e-08, 2.92e-07, 3.02e-07]    [1.35e-06, 2.44e-06, 2.32e-06, 3.89e-06, 1.31e-06, 1.35e-06, 3.70e-07, 3.39e-10, 1.60e-06, 6.66e-06, 1.49e-05, 8.04e-05, 5.24e-05, 2.99e-04, 1.29e-06, 6.35e-08, 0.00e+00, 0.00e+00, 4.36e-08, 5.78e-08, 2.92e-07, 3.02e-07]    []  
37700     [1.93e-06, 2.20e-06, 2.35e-06, 3.34e-06, 1.27e-06, 1.11e-06, 4.18e-07, 1.38e-05, 2.01e-06, 1.38e-10, 2.31e-05, 1.54e-05, 1.83e-05, 5.92e-06, 1.79e-07, 7.06e-07, 6.42e-07, 0.00e+00, 0.00e+00, 0.00e+00, 2.05e-06, 2.01e-06]    [1.93e-06, 2.20e-06, 2.35e-06, 3.34e-06, 1.27e-06, 1.11e-06, 4.18e-07, 1.38e-05, 2.01e-06, 1.38e-10, 2.31e-05, 1.54e-05, 1.83e-05, 5.92e-06, 1.79e-07, 7.06e-07, 6.42e-07, 0.00e+00, 0.00e+00, 0.00e+00, 2.05e-06, 2.01e-06]    []  
37800     [1.24e-06, 2.21e-06, 2.31e-06, 3.56e-06, 1.51e-06, 8.97e-07, 2.81e-07, 4.48e-06, 5.05e-07, 7.00e-08, 1.64e-05, 2.39e-05, 4.10e-05, 5.84e-05, 4.81e-08, 5.67e-09, 2.83e-08, 5.00e-08, 8.85e-08, 1.12e-08, 1.03e-06, 9.82e-07]    [1.24e-06, 2.21e-06, 2.31e-06, 3.56e-06, 1.51e-06, 8.97e-07, 2.81e-07, 4.48e-06, 5.05e-07, 7.00e-08, 1.64e-05, 2.39e-05, 4.10e-05, 5.84e-05, 4.81e-08, 5.67e-09, 2.83e-08, 5.00e-08, 8.85e-08, 1.12e-08, 1.03e-06, 9.82e-07]    []  
37900     [3.53e-06, 2.19e-06, 2.26e-06, 3.18e-06, 1.38e-06, 1.06e-06, 3.75e-07, 2.18e-06, 9.31e-08, 7.97e-07, 6.80e-05, 5.52e-05, 2.45e-04, 3.29e-04, 2.00e-06, 1.69e-06, 2.88e-06, 2.82e-06, 0.00e+00, 3.76e-11, 1.54e-06, 1.52e-07]    [3.53e-06, 2.19e-06, 2.26e-06, 3.18e-06, 1.38e-06, 1.06e-06, 3.75e-07, 2.18e-06, 9.31e-08, 7.97e-07, 6.80e-05, 5.52e-05, 2.45e-04, 3.29e-04, 2.00e-06, 1.69e-06, 2.88e-06, 2.82e-06, 0.00e+00, 3.76e-11, 1.54e-06, 1.52e-07]    []  
38000     [9.78e-07, 2.20e-06, 2.15e-06, 3.24e-06, 1.23e-06, 1.07e-06, 3.51e-07, 6.84e-06, 3.00e-07, 2.04e-07, 5.26e-05, 3.71e-05, 5.92e-05, 4.02e-06, 1.96e-08, 8.96e-09, 7.12e-09, 3.18e-07, 6.05e-07, 5.99e-08, 3.59e-06, 3.72e-07]    [9.78e-07, 2.20e-06, 2.15e-06, 3.24e-06, 1.23e-06, 1.07e-06, 3.51e-07, 6.84e-06, 3.00e-07, 2.04e-07, 5.26e-05, 3.71e-05, 5.92e-05, 4.02e-06, 1.96e-08, 8.96e-09, 7.12e-09, 3.18e-07, 6.05e-07, 5.99e-08, 3.59e-06, 3.72e-07]    []  

Best model at step 23339:
  train loss: 1.57e-05
  test loss: 1.57e-05
  test metric: []

'train' took 39.325017 s

Best train step: 23339
lambda_a: 5.054069897980571
lambda_b: 6.478867012971448
kappa_a: 1.3361594171634177
kappa_b: 1.3957776956977146
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
38000     [9.78e-07, 2.20e-06, 2.15e-06, 3.24e-06, 1.23e-06, 1.07e-06, 3.51e-07, 6.84e-06, 3.00e-07, 2.04e-07, 5.26e-05, 3.71e-05, 5.92e-05, 4.02e-06, 1.96e-08, 8.96e-09, 7.12e-09, 3.18e-07, 6.05e-07, 5.99e-08, 3.59e-06, 3.72e-07]    [9.78e-07, 2.20e-06, 2.15e-06, 3.24e-06, 1.23e-06, 1.07e-06, 3.51e-07, 6.84e-06, 3.00e-07, 2.04e-07, 5.26e-05, 3.71e-05, 5.92e-05, 4.02e-06, 1.96e-08, 8.96e-09, 7.12e-09, 3.18e-07, 6.05e-07, 5.99e-08, 3.59e-06, 3.72e-07]    []  
38100     [1.35e-06, 2.35e-06, 2.42e-06, 3.47e-06, 1.41e-06, 1.21e-06, 3.37e-07, 3.95e-07, 1.72e-06, 3.32e-06, 1.63e-05, 3.06e-05, 8.02e-05, 1.73e-04, 4.21e-07, 8.45e-09, 5.29e-08, 6.55e-08, 1.09e-06, 2.70e-08, 6.62e-06, 2.27e-07]    [1.35e-06, 2.35e-06, 2.42e-06, 3.47e-06, 1.41e-06, 1.21e-06, 3.37e-07, 3.95e-07, 1.72e-06, 3.32e-06, 1.63e-05, 3.06e-05, 8.02e-05, 1.73e-04, 4.21e-07, 8.45e-09, 5.29e-08, 6.55e-08, 1.09e-06, 2.70e-08, 6.62e-06, 2.27e-07]    []  
38200     [1.09e-06, 1.94e-06, 2.21e-06, 3.21e-06, 1.31e-06, 1.09e-06, 3.58e-07, 5.54e-08, 1.14e-08, 4.31e-07, 1.93e-05, 1.29e-05, 5.13e-05, 3.29e-05, 4.01e-09, 7.81e-11, 3.06e-08, 5.04e-10, 1.73e-09, 3.32e-09, 3.26e-07, 4.30e-08]    [1.09e-06, 1.94e-06, 2.21e-06, 3.21e-06, 1.31e-06, 1.09e-06, 3.58e-07, 5.54e-08, 1.14e-08, 4.31e-07, 1.93e-05, 1.29e-05, 5.13e-05, 3.29e-05, 4.01e-09, 7.81e-11, 3.06e-08, 5.04e-10, 1.73e-09, 3.32e-09, 3.26e-07, 4.30e-08]    []  
38300     [3.98e-06, 2.21e-06, 2.46e-06, 3.33e-06, 1.29e-06, 1.37e-06, 4.95e-07, 1.68e-07, 5.80e-08, 4.85e-07, 4.53e-05, 5.05e-05, 1.34e-05, 1.72e-04, 2.39e-06, 3.38e-06, 6.21e-07, 6.89e-07, 2.47e-08, 1.16e-09, 1.37e-07, 2.71e-08]    [3.98e-06, 2.21e-06, 2.46e-06, 3.33e-06, 1.29e-06, 1.37e-06, 4.95e-07, 1.68e-07, 5.80e-08, 4.85e-07, 4.53e-05, 5.05e-05, 1.34e-05, 1.72e-04, 2.39e-06, 3.38e-06, 6.21e-07, 6.89e-07, 2.47e-08, 1.16e-09, 1.37e-07, 2.71e-08]    []  
38400     [4.83e-06, 2.64e-06, 3.07e-06, 3.93e-06, 1.89e-06, 1.43e-06, 4.32e-07, 8.00e-05, 2.13e-05, 1.29e-06, 9.13e-05, 1.52e-04, 5.03e-04, 1.06e-03, 1.21e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.80e-06, 2.89e-05, 2.23e-05]    [4.83e-06, 2.64e-06, 3.07e-06, 3.93e-06, 1.89e-06, 1.43e-06, 4.32e-07, 8.00e-05, 2.13e-05, 1.29e-06, 9.13e-05, 1.52e-04, 5.03e-04, 1.06e-03, 1.21e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.80e-06, 2.89e-05, 2.23e-05]    []  
38500     [1.47e-05, 5.93e-06, 3.64e-06, 4.68e-06, 9.98e-06, 1.78e-06, 1.06e-06, 7.09e-06, 2.29e-07, 3.27e-07, 3.55e-04, 4.10e-04, 7.23e-05, 1.33e-03, 7.76e-07, 0.00e+00, 1.56e-06, 5.22e-06, 0.00e+00, 9.32e-08, 4.71e-06, 5.41e-07]    [1.47e-05, 5.93e-06, 3.64e-06, 4.68e-06, 9.98e-06, 1.78e-06, 1.06e-06, 7.09e-06, 2.29e-07, 3.27e-07, 3.55e-04, 4.10e-04, 7.23e-05, 1.33e-03, 7.76e-07, 0.00e+00, 1.56e-06, 5.22e-06, 0.00e+00, 9.32e-08, 4.71e-06, 5.41e-07]    []  
38600     [1.13e-06, 1.97e-06, 2.19e-06, 3.19e-06, 1.29e-06, 9.09e-07, 3.20e-07, 2.48e-09, 2.14e-07, 7.41e-11, 7.96e-07, 1.53e-06, 8.70e-07, 1.37e-07, 9.59e-09, 2.35e-08, 3.49e-08, 2.23e-08, 7.91e-11, 4.28e-09, 1.11e-06, 6.81e-08]    [1.13e-06, 1.97e-06, 2.19e-06, 3.19e-06, 1.29e-06, 9.09e-07, 3.20e-07, 2.48e-09, 2.14e-07, 7.41e-11, 7.96e-07, 1.53e-06, 8.70e-07, 1.37e-07, 9.59e-09, 2.35e-08, 3.49e-08, 2.23e-08, 7.91e-11, 4.28e-09, 1.11e-06, 6.81e-08]    []  
38700     [1.02e-06, 1.89e-06, 2.21e-06, 3.04e-06, 1.33e-06, 8.97e-07, 2.95e-07, 3.28e-09, 6.29e-09, 2.48e-11, 4.95e-07, 1.09e-06, 6.84e-07, 2.49e-07, 1.05e-08, 2.44e-08, 2.67e-08, 1.78e-08, 3.95e-09, 6.28e-10, 1.03e-07, 3.51e-08]    [1.02e-06, 1.89e-06, 2.21e-06, 3.04e-06, 1.33e-06, 8.97e-07, 2.95e-07, 3.28e-09, 6.29e-09, 2.48e-11, 4.95e-07, 1.09e-06, 6.84e-07, 2.49e-07, 1.05e-08, 2.44e-08, 2.67e-08, 1.78e-08, 3.95e-09, 6.28e-10, 1.03e-07, 3.51e-08]    []  
38800     [3.17e-05, 6.68e-05, 5.42e-05, 3.55e-05, 2.14e-05, 1.46e-05, 5.77e-06, 1.74e-04, 2.69e-04, 5.53e-05, 1.88e-04, 7.34e-04, 1.10e-03, 4.42e-04, 1.29e-05, 7.71e-06, 2.21e-07, 1.16e-06, 0.00e+00, 0.00e+00, 7.15e-05, 2.41e-04]    [3.17e-05, 6.68e-05, 5.42e-05, 3.55e-05, 2.14e-05, 1.46e-05, 5.77e-06, 1.74e-04, 2.69e-04, 5.53e-05, 1.88e-04, 7.34e-04, 1.10e-03, 4.42e-04, 1.29e-05, 7.71e-06, 2.21e-07, 1.16e-06, 0.00e+00, 0.00e+00, 7.15e-05, 2.41e-04]    []  
38900     [7.94e-06, 4.33e-06, 3.28e-06, 4.43e-06, 2.10e-06, 1.16e-06, 5.56e-07, 1.06e-07, 1.07e-06, 1.33e-08, 4.96e-05, 6.62e-05, 4.65e-05, 3.73e-07, 1.18e-06, 5.40e-07, 1.14e-06, 1.14e-06, 2.29e-07, 4.75e-07, 8.78e-06, 2.15e-06]    [7.94e-06, 4.33e-06, 3.28e-06, 4.43e-06, 2.10e-06, 1.16e-06, 5.56e-07, 1.06e-07, 1.07e-06, 1.33e-08, 4.96e-05, 6.62e-05, 4.65e-05, 3.73e-07, 1.18e-06, 5.40e-07, 1.14e-06, 1.14e-06, 2.29e-07, 4.75e-07, 8.78e-06, 2.15e-06]    []  
39000     [5.28e-06, 2.58e-06, 2.84e-06, 4.68e-06, 1.69e-06, 6.42e-07, 3.88e-07, 6.83e-06, 1.88e-10, 1.11e-06, 2.09e-05, 2.09e-05, 1.40e-05, 4.67e-07, 8.84e-07, 4.15e-07, 3.13e-07, 2.24e-07, 5.19e-10, 6.03e-08, 1.31e-05, 3.71e-07]    [5.28e-06, 2.58e-06, 2.84e-06, 4.68e-06, 1.69e-06, 6.42e-07, 3.88e-07, 6.83e-06, 1.88e-10, 1.11e-06, 2.09e-05, 2.09e-05, 1.40e-05, 4.67e-07, 8.84e-07, 4.15e-07, 3.13e-07, 2.24e-07, 5.19e-10, 6.03e-08, 1.31e-05, 3.71e-07]    []  
39100     [3.97e-06, 2.31e-06, 2.59e-06, 4.46e-06, 1.33e-06, 6.63e-07, 3.54e-07, 3.91e-06, 9.60e-10, 6.92e-08, 1.10e-05, 1.04e-05, 9.78e-06, 6.69e-07, 4.76e-07, 2.16e-07, 2.91e-07, 2.30e-07, 0.00e+00, 3.27e-08, 1.03e-05, 1.63e-07]    [3.97e-06, 2.31e-06, 2.59e-06, 4.46e-06, 1.33e-06, 6.63e-07, 3.54e-07, 3.91e-06, 9.60e-10, 6.92e-08, 1.10e-05, 1.04e-05, 9.78e-06, 6.69e-07, 4.76e-07, 2.16e-07, 2.91e-07, 2.30e-07, 0.00e+00, 3.27e-08, 1.03e-05, 1.63e-07]    []  
39200     [2.86e-06, 2.23e-06, 2.55e-06, 4.48e-06, 1.07e-06, 6.37e-07, 3.39e-07, 1.40e-07, 1.05e-10, 8.86e-09, 6.74e-06, 5.46e-06, 4.03e-06, 2.27e-07, 2.90e-07, 8.23e-08, 2.14e-07, 2.05e-07, 5.47e-09, 1.52e-08, 4.66e-07, 8.36e-08]    [2.86e-06, 2.23e-06, 2.55e-06, 4.48e-06, 1.07e-06, 6.37e-07, 3.39e-07, 1.40e-07, 1.05e-10, 8.86e-09, 6.74e-06, 5.46e-06, 4.03e-06, 2.27e-07, 2.90e-07, 8.23e-08, 2.14e-07, 2.05e-07, 5.47e-09, 1.52e-08, 4.66e-07, 8.36e-08]    []  
39300     [2.27e-06, 2.21e-06, 2.47e-06, 4.17e-06, 9.30e-07, 6.78e-07, 3.33e-07, 4.41e-07, 1.16e-08, 1.48e-07, 8.83e-06, 4.89e-06, 4.56e-06, 3.01e-07, 2.17e-07, 7.02e-08, 1.99e-07, 3.26e-07, 1.17e-07, 9.91e-09, 5.87e-07, 4.28e-08]    [2.27e-06, 2.21e-06, 2.47e-06, 4.17e-06, 9.30e-07, 6.78e-07, 3.33e-07, 4.41e-07, 1.16e-08, 1.48e-07, 8.83e-06, 4.89e-06, 4.56e-06, 3.01e-07, 2.17e-07, 7.02e-08, 1.99e-07, 3.26e-07, 1.17e-07, 9.91e-09, 5.87e-07, 4.28e-08]    []  
39400     [2.21e-06, 2.13e-06, 2.44e-06, 4.07e-06, 9.52e-07, 7.40e-07, 3.35e-07, 6.27e-07, 7.41e-09, 2.85e-08, 7.91e-06, 4.40e-06, 1.08e-05, 6.40e-07, 1.13e-07, 6.02e-08, 6.28e-08, 9.39e-08, 3.58e-09, 6.46e-09, 1.01e-06, 2.72e-08]    [2.21e-06, 2.13e-06, 2.44e-06, 4.07e-06, 9.52e-07, 7.40e-07, 3.35e-07, 6.27e-07, 7.41e-09, 2.85e-08, 7.91e-06, 4.40e-06, 1.08e-05, 6.40e-07, 1.13e-07, 6.02e-08, 6.28e-08, 9.39e-08, 3.58e-09, 6.46e-09, 1.01e-06, 2.72e-08]    []  
39500     [1.84e-06, 2.09e-06, 2.37e-06, 3.93e-06, 8.80e-07, 7.73e-07, 3.25e-07, 2.33e-09, 2.59e-07, 1.85e-08, 1.26e-05, 6.53e-06, 1.43e-05, 2.06e-06, 1.16e-07, 8.80e-08, 3.97e-07, 5.76e-07, 2.64e-08, 4.33e-08, 1.84e-07, 2.77e-07]    [1.84e-06, 2.09e-06, 2.37e-06, 3.93e-06, 8.80e-07, 7.73e-07, 3.25e-07, 2.33e-09, 2.59e-07, 1.85e-08, 1.26e-05, 6.53e-06, 1.43e-05, 2.06e-06, 1.16e-07, 8.80e-08, 3.97e-07, 5.76e-07, 2.64e-08, 4.33e-08, 1.84e-07, 2.77e-07]    []  
39600     [1.61e-06, 2.15e-06, 2.36e-06, 3.92e-06, 9.32e-07, 8.01e-07, 3.28e-07, 1.64e-06, 3.02e-07, 4.64e-07, 1.86e-05, 9.43e-06, 1.88e-05, 2.98e-07, 1.16e-07, 1.15e-07, 2.97e-07, 5.29e-07, 4.29e-07, 9.54e-11, 2.66e-06, 3.89e-07]    [1.61e-06, 2.15e-06, 2.36e-06, 3.92e-06, 9.32e-07, 8.01e-07, 3.28e-07, 1.64e-06, 3.02e-07, 4.64e-07, 1.86e-05, 9.43e-06, 1.88e-05, 2.98e-07, 1.16e-07, 1.15e-07, 2.97e-07, 5.29e-07, 4.29e-07, 9.54e-11, 2.66e-06, 3.89e-07]    []  
39700     [1.90e-06, 2.04e-06, 2.34e-06, 3.76e-06, 9.39e-07, 8.56e-07, 3.32e-07, 3.73e-07, 2.03e-07, 2.33e-07, 3.97e-06, 2.86e-06, 4.07e-06, 5.04e-06, 1.90e-07, 7.57e-08, 3.48e-07, 3.44e-07, 1.07e-08, 0.00e+00, 5.24e-07, 7.61e-07]    [1.90e-06, 2.04e-06, 2.34e-06, 3.76e-06, 9.39e-07, 8.56e-07, 3.32e-07, 3.73e-07, 2.03e-07, 2.33e-07, 3.97e-06, 2.86e-06, 4.07e-06, 5.04e-06, 1.90e-07, 7.57e-08, 3.48e-07, 3.44e-07, 1.07e-08, 0.00e+00, 5.24e-07, 7.61e-07]    []  
39800     [3.02e-06, 2.09e-06, 2.51e-06, 3.87e-06, 1.14e-06, 9.11e-07, 3.57e-07, 4.04e-06, 3.43e-07, 3.80e-06, 2.80e-05, 2.62e-05, 8.57e-05, 1.43e-04, 1.39e-06, 1.22e-06, 2.67e-06, 2.04e-06, 1.37e-06, 4.04e-08, 8.96e-06, 2.48e-07]    [3.02e-06, 2.09e-06, 2.51e-06, 3.87e-06, 1.14e-06, 9.11e-07, 3.57e-07, 4.04e-06, 3.43e-07, 3.80e-06, 2.80e-05, 2.62e-05, 8.57e-05, 1.43e-04, 1.39e-06, 1.22e-06, 2.67e-06, 2.04e-06, 1.37e-06, 4.04e-08, 8.96e-06, 2.48e-07]    []  
39900     [1.61e-06, 1.95e-06, 2.42e-06, 3.64e-06, 1.06e-06, 9.27e-07, 3.38e-07, 8.52e-07, 1.98e-07, 1.64e-10, 5.10e-06, 2.79e-06, 3.82e-06, 4.23e-07, 1.05e-07, 8.26e-08, 1.21e-07, 2.52e-07, 2.11e-07, 3.42e-08, 1.23e-06, 1.85e-07]    [1.61e-06, 1.95e-06, 2.42e-06, 3.64e-06, 1.06e-06, 9.27e-07, 3.38e-07, 8.52e-07, 1.98e-07, 1.64e-10, 5.10e-06, 2.79e-06, 3.82e-06, 4.23e-07, 1.05e-07, 8.26e-08, 1.21e-07, 2.52e-07, 2.11e-07, 3.42e-08, 1.23e-06, 1.85e-07]    []  
40000     [1.66e-06, 1.84e-06, 2.44e-06, 3.44e-06, 1.16e-06, 9.33e-07, 3.52e-07, 1.06e-08, 1.46e-07, 3.90e-09, 1.17e-05, 6.35e-06, 2.01e-05, 4.69e-06, 4.12e-08, 4.94e-08, 3.17e-09, 1.76e-08, 1.51e-08, 1.23e-10, 2.77e-07, 4.53e-07]    [1.66e-06, 1.84e-06, 2.44e-06, 3.44e-06, 1.16e-06, 9.33e-07, 3.52e-07, 1.06e-08, 1.46e-07, 3.90e-09, 1.17e-05, 6.35e-06, 2.01e-05, 4.69e-06, 4.12e-08, 4.94e-08, 3.17e-09, 1.76e-08, 1.51e-08, 1.23e-10, 2.77e-07, 4.53e-07]    []  

Best model at step 38703:
  train loss: 1.31e-05
  test loss: 1.31e-05
  test metric: []

'train' took 39.808932 s

Best train step: 38703
lambda_a: 7.1541815956003
lambda_b: 5.607314911186905
kappa_a: 1.7498440713852037
kappa_b: 1.3423586979530133
Best train step: 38703
lambda_a: 1.9676970243
lambda_b: 1.7240719795
kappa_a: 0.5595266819
kappa_b: 0.29442828894
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

TOTAL_ITER = 100_000
try:
    while True:
        # for n in range(TOTAL_ITER//plot_every):
        model.train_model(iterations=plot_every, print_every=hyper_print_every, use_LBFGSB=False)
        params_nn, best_step = model.get_best_params(out_func=np.exp) # parameters need to be extracted with the exponential functino as they have been modelled in logspace
        if best_step > prev_best_step:
            prev_best_step = best_step
            break
        elif iters >= TOTAL_ITER:
            break
except KeyboardInterrupt:
    print("Training ended prematurely")

params_nn, best_step = model.get_best_params() # parameters need to be extracted with the exponential functino as they have been modelled in logspace
print(static_parameters, sep="\n")
t_nn_param, wsol_nn_param, wsol_sird_nn_param = solver(*params_nn)
# params_nn= tuple(np.exp([*params_nn]))
# print(*params_nn)
model.set_synthetic_data(t_synth, solution_synth_full) 
model.set_nn_synthetic_data(t_nn_param, wsol_nn_param, wsol_sird_nn_param)
plot = Plot(model, values_to_plot=sird_model.initial_conditions_keys) # class that contains plotting functions
plot.show_known_and_prediction()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
40000     [1.66e-06, 1.84e-06, 2.44e-06, 3.44e-06, 1.16e-06, 9.33e-07, 3.52e-07, 1.06e-08, 1.46e-07, 3.90e-09, 1.17e-05, 6.35e-06, 2.01e-05, 4.69e-06, 4.12e-08, 4.94e-08, 3.17e-09, 1.76e-08, 1.51e-08, 1.23e-10, 2.77e-07, 4.53e-07]    [1.66e-06, 1.84e-06, 2.44e-06, 3.44e-06, 1.16e-06, 9.33e-07, 3.52e-07, 1.06e-08, 1.46e-07, 3.90e-09, 1.17e-05, 6.35e-06, 2.01e-05, 4.69e-06, 4.12e-08, 4.94e-08, 3.17e-09, 1.76e-08, 1.51e-08, 1.23e-10, 2.77e-07, 4.53e-07]    []  
40100     [1.70e-06, 1.82e-06, 2.47e-06, 3.47e-06, 1.44e-06, 7.70e-07, 3.84e-07, 2.87e-06, 3.55e-06, 1.54e-07, 3.80e-05, 1.80e-05, 3.02e-05, 8.25e-07, 5.51e-08, 2.35e-07, 2.60e-08, 1.61e-07, 0.00e+00, 0.00e+00, 5.83e-06, 4.90e-06]    [1.70e-06, 1.82e-06, 2.47e-06, 3.47e-06, 1.44e-06, 7.70e-07, 3.84e-07, 2.87e-06, 3.55e-06, 1.54e-07, 3.80e-05, 1.80e-05, 3.02e-05, 8.25e-07, 5.51e-08, 2.35e-07, 2.60e-08, 1.61e-07, 0.00e+00, 0.00e+00, 5.83e-06, 4.90e-06]    []  
40200     [1.35e-06, 1.76e-06, 2.40e-06, 3.19e-06, 1.31e-06, 9.41e-07, 3.31e-07, 1.18e-07, 6.58e-09, 4.20e-09, 1.34e-05, 9.47e-06, 3.37e-05, 2.17e-05, 7.00e-09, 9.72e-11, 6.49e-10, 5.36e-09, 2.72e-09, 2.31e-09, 3.85e-07, 4.22e-08]    [1.35e-06, 1.76e-06, 2.40e-06, 3.19e-06, 1.31e-06, 9.41e-07, 3.31e-07, 1.18e-07, 6.58e-09, 4.20e-09, 1.34e-05, 9.47e-06, 3.37e-05, 2.17e-05, 7.00e-09, 9.72e-11, 6.49e-10, 5.36e-09, 2.72e-09, 2.31e-09, 3.85e-07, 4.22e-08]    []  
40300     [1.67e-06, 1.78e-06, 2.43e-06, 3.28e-06, 1.43e-06, 9.46e-07, 3.36e-07, 1.96e-07, 1.32e-06, 1.76e-09, 7.75e-05, 4.33e-05, 1.59e-04, 8.47e-05, 3.77e-09, 1.15e-08, 0.00e+00, 9.66e-10, 0.00e+00, 0.00e+00, 2.03e-06, 3.27e-06]    [1.67e-06, 1.78e-06, 2.43e-06, 3.28e-06, 1.43e-06, 9.46e-07, 3.36e-07, 1.96e-07, 1.32e-06, 1.76e-09, 7.75e-05, 4.33e-05, 1.59e-04, 8.47e-05, 3.77e-09, 1.15e-08, 0.00e+00, 9.66e-10, 0.00e+00, 0.00e+00, 2.03e-06, 3.27e-06]    []  
40400     [1.69e-06, 1.65e-06, 2.33e-06, 2.96e-06, 1.48e-06, 9.42e-07, 3.76e-07, 1.66e-08, 4.67e-08, 1.87e-08, 2.15e-06, 4.47e-06, 2.22e-06, 5.78e-06, 1.98e-07, 2.95e-07, 1.42e-07, 1.42e-07, 9.74e-09, 3.29e-08, 2.01e-07, 1.60e-07]    [1.69e-06, 1.65e-06, 2.33e-06, 2.96e-06, 1.48e-06, 9.42e-07, 3.76e-07, 1.66e-08, 4.67e-08, 1.87e-08, 2.15e-06, 4.47e-06, 2.22e-06, 5.78e-06, 1.98e-07, 2.95e-07, 1.42e-07, 1.42e-07, 9.74e-09, 3.29e-08, 2.01e-07, 1.60e-07]    []  
40500     [1.17e-06, 1.63e-06, 2.30e-06, 2.88e-06, 1.39e-06, 9.46e-07, 3.31e-07, 5.81e-08, 4.02e-10, 2.99e-10, 2.91e-06, 2.30e-06, 5.58e-06, 2.54e-06, 1.34e-08, 3.09e-08, 3.27e-08, 3.53e-08, 3.23e-08, 9.37e-09, 1.68e-07, 4.71e-08]    [1.17e-06, 1.63e-06, 2.30e-06, 2.88e-06, 1.39e-06, 9.46e-07, 3.31e-07, 5.81e-08, 4.02e-10, 2.99e-10, 2.91e-06, 2.30e-06, 5.58e-06, 2.54e-06, 1.34e-08, 3.09e-08, 3.27e-08, 3.53e-08, 3.23e-08, 9.37e-09, 1.68e-07, 4.71e-08]    []  
40600     [2.47e-06, 1.74e-06, 2.35e-06, 2.82e-06, 1.43e-06, 1.03e-06, 3.51e-07, 1.23e-06, 5.36e-07, 1.10e-07, 2.40e-05, 2.46e-05, 9.07e-05, 1.59e-04, 1.45e-06, 1.06e-06, 1.47e-06, 1.48e-06, 1.34e-06, 1.51e-07, 8.59e-06, 9.61e-07]    [2.47e-06, 1.74e-06, 2.35e-06, 2.82e-06, 1.43e-06, 1.03e-06, 3.51e-07, 1.23e-06, 5.36e-07, 1.10e-07, 2.40e-05, 2.46e-05, 9.07e-05, 1.59e-04, 1.45e-06, 1.06e-06, 1.47e-06, 1.48e-06, 1.34e-06, 1.51e-07, 8.59e-06, 9.61e-07]    []  
40700     [1.48e-06, 1.74e-06, 2.29e-06, 2.78e-06, 1.38e-06, 1.15e-06, 2.99e-07, 6.40e-06, 4.43e-07, 8.18e-09, 1.80e-05, 2.17e-05, 8.18e-05, 1.15e-04, 0.00e+00, 9.05e-09, 0.00e+00, 0.00e+00, 4.49e-08, 2.46e-08, 8.19e-06, 1.61e-07]    [1.48e-06, 1.74e-06, 2.29e-06, 2.78e-06, 1.38e-06, 1.15e-06, 2.99e-07, 6.40e-06, 4.43e-07, 8.18e-09, 1.80e-05, 2.17e-05, 8.18e-05, 1.15e-04, 0.00e+00, 9.05e-09, 0.00e+00, 0.00e+00, 4.49e-08, 2.46e-08, 8.19e-06, 1.61e-07]    []  
40800     [1.09e-06, 1.63e-06, 2.18e-06, 2.61e-06, 1.35e-06, 9.60e-07, 2.80e-07, 2.53e-08, 2.57e-09, 2.12e-08, 3.26e-06, 3.00e-06, 2.25e-06, 1.23e-06, 1.09e-08, 1.24e-08, 3.71e-08, 6.86e-08, 4.52e-08, 5.44e-09, 3.52e-07, 1.78e-08]    [1.09e-06, 1.63e-06, 2.18e-06, 2.61e-06, 1.35e-06, 9.60e-07, 2.80e-07, 2.53e-08, 2.57e-09, 2.12e-08, 3.26e-06, 3.00e-06, 2.25e-06, 1.23e-06, 1.09e-08, 1.24e-08, 3.71e-08, 6.86e-08, 4.52e-08, 5.44e-09, 3.52e-07, 1.78e-08]    []  
40900     [1.43e-06, 1.79e-06, 2.10e-06, 2.65e-06, 1.40e-06, 1.07e-06, 2.66e-07, 1.14e-07, 2.79e-09, 1.64e-07, 1.07e-05, 3.36e-05, 6.13e-06, 1.02e-04, 1.02e-10, 2.22e-09, 0.00e+00, 0.00e+00, 4.76e-08, 5.31e-09, 2.51e-07, 1.95e-08]    [1.43e-06, 1.79e-06, 2.10e-06, 2.65e-06, 1.40e-06, 1.07e-06, 2.66e-07, 1.14e-07, 2.79e-09, 1.64e-07, 1.07e-05, 3.36e-05, 6.13e-06, 1.02e-04, 1.02e-10, 2.22e-09, 0.00e+00, 0.00e+00, 4.76e-08, 5.31e-09, 2.51e-07, 1.95e-08]    []  
41000     [1.58e-06, 1.69e-06, 2.12e-06, 2.71e-06, 1.46e-06, 8.20e-07, 2.83e-07, 2.68e-08, 3.11e-09, 3.11e-09, 2.34e-05, 2.02e-05, 4.55e-05, 3.05e-06, 9.03e-08, 2.06e-07, 8.90e-10, 1.07e-08, 5.16e-09, 5.91e-11, 6.45e-08, 7.94e-08]    [1.58e-06, 1.69e-06, 2.12e-06, 2.71e-06, 1.46e-06, 8.20e-07, 2.83e-07, 2.68e-08, 3.11e-09, 3.11e-09, 2.34e-05, 2.02e-05, 4.55e-05, 3.05e-06, 9.03e-08, 2.06e-07, 8.90e-10, 1.07e-08, 5.16e-09, 5.91e-11, 6.45e-08, 7.94e-08]    []  
41100     [1.19e-06, 1.62e-06, 2.04e-06, 2.44e-06, 1.36e-06, 9.34e-07, 2.59e-07, 3.24e-07, 1.01e-08, 3.27e-08, 1.16e-05, 7.17e-06, 2.61e-05, 1.67e-05, 6.76e-08, 8.69e-08, 3.46e-07, 3.79e-07, 2.51e-07, 2.39e-09, 1.46e-06, 2.83e-08]    [1.19e-06, 1.62e-06, 2.04e-06, 2.44e-06, 1.36e-06, 9.34e-07, 2.59e-07, 3.24e-07, 1.01e-08, 3.27e-08, 1.16e-05, 7.17e-06, 2.61e-05, 1.67e-05, 6.76e-08, 8.69e-08, 3.46e-07, 3.79e-07, 2.51e-07, 2.39e-09, 1.46e-06, 2.83e-08]    []  
41200     [1.14e-06, 1.67e-06, 2.01e-06, 2.46e-06, 1.37e-06, 8.84e-07, 3.24e-07, 1.25e-06, 4.15e-06, 4.07e-07, 4.91e-06, 3.57e-06, 1.39e-05, 1.88e-05, 7.56e-08, 1.44e-07, 3.45e-07, 3.30e-07, 2.28e-07, 1.74e-07, 1.30e-06, 1.11e-06]    [1.14e-06, 1.67e-06, 2.01e-06, 2.46e-06, 1.37e-06, 8.84e-07, 3.24e-07, 1.25e-06, 4.15e-06, 4.07e-07, 4.91e-06, 3.57e-06, 1.39e-05, 1.88e-05, 7.56e-08, 1.44e-07, 3.45e-07, 3.30e-07, 2.28e-07, 1.74e-07, 1.30e-06, 1.11e-06]    []  
41300     [7.66e-07, 1.91e-06, 1.96e-06, 2.48e-06, 1.78e-06, 1.18e-06, 3.29e-07, 6.28e-07, 5.46e-08, 1.43e-06, 1.49e-04, 1.53e-04, 3.38e-04, 2.07e-05, 2.04e-08, 3.18e-08, 1.36e-06, 1.54e-06, 4.45e-06, 6.46e-09, 2.62e-05, 7.25e-08]    [7.66e-07, 1.91e-06, 1.96e-06, 2.48e-06, 1.78e-06, 1.18e-06, 3.29e-07, 6.28e-07, 5.46e-08, 1.43e-06, 1.49e-04, 1.53e-04, 3.38e-04, 2.07e-05, 2.04e-08, 3.18e-08, 1.36e-06, 1.54e-06, 4.45e-06, 6.46e-09, 2.62e-05, 7.25e-08]    []  
41400     [2.03e-06, 2.00e-06, 2.19e-06, 2.60e-06, 1.37e-06, 1.15e-06, 2.31e-07, 2.08e-07, 6.76e-08, 2.39e-07, 3.01e-05, 4.51e-05, 1.28e-04, 2.39e-04, 7.25e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.60e-10, 3.27e-06, 9.90e-08]    [2.03e-06, 2.00e-06, 2.19e-06, 2.60e-06, 1.37e-06, 1.15e-06, 2.31e-07, 2.08e-07, 6.76e-08, 2.39e-07, 3.01e-05, 4.51e-05, 1.28e-04, 2.39e-04, 7.25e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.60e-10, 3.27e-06, 9.90e-08]    []  
41500     [1.19e-06, 1.57e-06, 1.97e-06, 2.26e-06, 1.40e-06, 9.09e-07, 2.59e-07, 6.75e-08, 2.75e-09, 7.46e-09, 1.85e-06, 4.14e-06, 4.19e-06, 1.54e-05, 2.11e-07, 2.70e-07, 1.22e-07, 2.09e-07, 0.00e+00, 5.37e-10, 2.75e-06, 6.16e-09]    [1.19e-06, 1.57e-06, 1.97e-06, 2.26e-06, 1.40e-06, 9.09e-07, 2.59e-07, 6.75e-08, 2.75e-09, 7.46e-09, 1.85e-06, 4.14e-06, 4.19e-06, 1.54e-05, 2.11e-07, 2.70e-07, 1.22e-07, 2.09e-07, 0.00e+00, 5.37e-10, 2.75e-06, 6.16e-09]    []  
41600     [7.96e-07, 1.64e-06, 1.98e-06, 2.28e-06, 1.33e-06, 9.25e-07, 2.32e-07, 8.55e-07, 1.27e-07, 4.10e-08, 1.93e-06, 2.04e-06, 4.60e-06, 2.90e-06, 9.67e-09, 6.82e-09, 8.77e-10, 1.73e-09, 0.00e+00, 1.56e-09, 1.08e-06, 9.21e-09]    [7.96e-07, 1.64e-06, 1.98e-06, 2.28e-06, 1.33e-06, 9.25e-07, 2.32e-07, 8.55e-07, 1.27e-07, 4.10e-08, 1.93e-06, 2.04e-06, 4.60e-06, 2.90e-06, 9.67e-09, 6.82e-09, 8.77e-10, 1.73e-09, 0.00e+00, 1.56e-09, 1.08e-06, 9.21e-09]    []  
41700     [7.48e-07, 1.68e-06, 1.94e-06, 2.28e-06, 1.35e-06, 8.85e-07, 2.38e-07, 8.28e-10, 3.28e-08, 1.08e-08, 1.47e-06, 2.25e-06, 3.80e-06, 4.67e-06, 5.94e-09, 5.84e-09, 1.59e-09, 9.76e-10, 2.61e-09, 8.10e-09, 8.10e-08, 5.68e-08]    [7.48e-07, 1.68e-06, 1.94e-06, 2.28e-06, 1.35e-06, 8.85e-07, 2.38e-07, 8.28e-10, 3.28e-08, 1.08e-08, 1.47e-06, 2.25e-06, 3.80e-06, 4.67e-06, 5.94e-09, 5.84e-09, 1.59e-09, 9.76e-10, 2.61e-09, 8.10e-09, 8.10e-08, 5.68e-08]    []  
41800     [4.98e-06, 1.92e-06, 2.15e-06, 2.49e-06, 1.65e-06, 1.15e-06, 3.46e-07, 3.45e-07, 4.83e-07, 1.61e-06, 5.45e-05, 7.65e-05, 2.17e-04, 4.50e-04, 4.71e-06, 4.61e-06, 3.42e-06, 3.43e-06, 6.76e-07, 8.86e-08, 4.36e-06, 6.02e-07]    [4.98e-06, 1.92e-06, 2.15e-06, 2.49e-06, 1.65e-06, 1.15e-06, 3.46e-07, 3.45e-07, 4.83e-07, 1.61e-06, 5.45e-05, 7.65e-05, 2.17e-04, 4.50e-04, 4.71e-06, 4.61e-06, 3.42e-06, 3.43e-06, 6.76e-07, 8.86e-08, 4.36e-06, 6.02e-07]    []  
41900     [1.28e-06, 1.75e-06, 1.89e-06, 2.14e-06, 1.38e-06, 7.94e-07, 2.14e-07, 1.62e-07, 5.48e-07, 2.85e-07, 2.42e-05, 2.59e-05, 7.04e-05, 5.62e-05, 4.07e-13, 3.39e-10, 0.00e+00, 5.74e-09, 7.98e-08, 1.07e-08, 4.70e-07, 9.21e-08]    [1.28e-06, 1.75e-06, 1.89e-06, 2.14e-06, 1.38e-06, 7.94e-07, 2.14e-07, 1.62e-07, 5.48e-07, 2.85e-07, 2.42e-05, 2.59e-05, 7.04e-05, 5.62e-05, 4.07e-13, 3.39e-10, 0.00e+00, 5.74e-09, 7.98e-08, 1.07e-08, 4.70e-07, 9.21e-08]    []  
42000     [1.33e-06, 1.56e-06, 1.94e-06, 2.04e-06, 1.42e-06, 9.72e-07, 2.68e-07, 1.16e-06, 2.44e-06, 2.26e-07, 3.59e-05, 2.85e-05, 5.92e-05, 2.20e-06, 3.27e-08, 8.14e-07, 0.00e+00, 0.00e+00, 9.02e-09, 1.76e-06, 1.09e-05, 1.06e-05]    [1.33e-06, 1.56e-06, 1.94e-06, 2.04e-06, 1.42e-06, 9.72e-07, 2.68e-07, 1.16e-06, 2.44e-06, 2.26e-07, 3.59e-05, 2.85e-05, 5.92e-05, 2.20e-06, 3.27e-08, 8.14e-07, 0.00e+00, 0.00e+00, 9.02e-09, 1.76e-06, 1.09e-05, 1.06e-05]    []  

Best model at step 38703:
  train loss: 1.31e-05
  test loss: 1.31e-05
  test metric: []

'train' took 44.087176 s

Best train step: 38703
lambda_a: 7.1541815956003
lambda_b: 5.607314911186905
kappa_a: 1.7498440713852037
kappa_b: 1.3423586979530133
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
42000     [1.33e-06, 1.56e-06, 1.94e-06, 2.04e-06, 1.42e-06, 9.72e-07, 2.68e-07, 1.16e-06, 2.44e-06, 2.26e-07, 3.59e-05, 2.85e-05, 5.92e-05, 2.20e-06, 3.27e-08, 8.14e-07, 0.00e+00, 0.00e+00, 9.02e-09, 1.76e-06, 1.09e-05, 1.06e-05]    [1.33e-06, 1.56e-06, 1.94e-06, 2.04e-06, 1.42e-06, 9.72e-07, 2.68e-07, 1.16e-06, 2.44e-06, 2.26e-07, 3.59e-05, 2.85e-05, 5.92e-05, 2.20e-06, 3.27e-08, 8.14e-07, 0.00e+00, 0.00e+00, 9.02e-09, 1.76e-06, 1.09e-05, 1.06e-05]    []  
42100     [1.18e-06, 1.95e-06, 2.14e-06, 2.21e-06, 1.42e-06, 9.01e-07, 3.02e-07, 1.15e-07, 1.41e-06, 2.23e-06, 2.51e-05, 2.28e-05, 6.87e-05, 3.20e-05, 6.53e-09, 7.34e-08, 2.12e-09, 8.52e-09, 6.58e-06, 5.35e-06, 3.79e-05, 3.06e-05]    [1.18e-06, 1.95e-06, 2.14e-06, 2.21e-06, 1.42e-06, 9.01e-07, 3.02e-07, 1.15e-07, 1.41e-06, 2.23e-06, 2.51e-05, 2.28e-05, 6.87e-05, 3.20e-05, 6.53e-09, 7.34e-08, 2.12e-09, 8.52e-09, 6.58e-06, 5.35e-06, 3.79e-05, 3.06e-05]    []  
42200     [1.90e-06, 1.56e-06, 2.00e-06, 1.97e-06, 1.52e-06, 1.02e-06, 3.48e-07, 6.87e-06, 5.51e-08, 3.68e-07, 7.11e-05, 6.93e-05, 9.64e-05, 4.11e-06, 4.41e-07, 3.68e-06, 0.00e+00, 1.24e-09, 0.00e+00, 1.70e-07, 3.52e-05, 9.35e-07]    [1.90e-06, 1.56e-06, 2.00e-06, 1.97e-06, 1.52e-06, 1.02e-06, 3.48e-07, 6.87e-06, 5.51e-08, 3.68e-07, 7.11e-05, 6.93e-05, 9.64e-05, 4.11e-06, 4.41e-07, 3.68e-06, 0.00e+00, 1.24e-09, 0.00e+00, 1.70e-07, 3.52e-05, 9.35e-07]    []  
42300     [7.37e-07, 1.68e-06, 1.82e-06, 1.91e-06, 1.34e-06, 8.94e-07, 2.08e-07, 3.00e-07, 9.43e-08, 5.74e-08, 1.29e-05, 8.74e-06, 1.88e-05, 1.36e-06, 1.33e-08, 8.81e-08, 1.32e-07, 1.29e-07, 1.31e-07, 1.76e-10, 7.18e-07, 4.84e-08]    [7.37e-07, 1.68e-06, 1.82e-06, 1.91e-06, 1.34e-06, 8.94e-07, 2.08e-07, 3.00e-07, 9.43e-08, 5.74e-08, 1.29e-05, 8.74e-06, 1.88e-05, 1.36e-06, 1.33e-08, 8.81e-08, 1.32e-07, 1.29e-07, 1.31e-07, 1.76e-10, 7.18e-07, 4.84e-08]    []  
42400     [6.18e-07, 1.63e-06, 1.82e-06, 1.97e-06, 1.26e-06, 8.70e-07, 1.97e-07, 3.80e-08, 1.87e-08, 1.55e-10, 1.47e-06, 2.77e-06, 1.09e-06, 2.92e-06, 2.63e-09, 6.41e-09, 4.33e-09, 3.66e-09, 3.37e-08, 3.20e-10, 2.40e-07, 2.42e-08]    [6.18e-07, 1.63e-06, 1.82e-06, 1.97e-06, 1.26e-06, 8.70e-07, 1.97e-07, 3.80e-08, 1.87e-08, 1.55e-10, 1.47e-06, 2.77e-06, 1.09e-06, 2.92e-06, 2.63e-09, 6.41e-09, 4.33e-09, 3.66e-09, 3.37e-08, 3.20e-10, 2.40e-07, 2.42e-08]    []  
42500     [6.76e-05, 2.59e-05, 3.65e-05, 1.27e-05, 1.15e-05, 4.02e-06, 1.85e-06, 4.71e-07, 4.60e-05, 5.39e-07, 8.93e-05, 4.55e-04, 4.16e-04, 4.54e-05, 2.31e-08, 7.59e-06, 6.76e-07, 8.88e-06, 1.58e-07, 0.00e+00, 9.73e-07, 5.34e-04]    [6.76e-05, 2.59e-05, 3.65e-05, 1.27e-05, 1.15e-05, 4.02e-06, 1.85e-06, 4.71e-07, 4.60e-05, 5.39e-07, 8.93e-05, 4.55e-04, 4.16e-04, 4.54e-05, 2.31e-08, 7.59e-06, 6.76e-07, 8.88e-06, 1.58e-07, 0.00e+00, 9.73e-07, 5.34e-04]    []  
42600     [8.03e-06, 3.11e-06, 2.42e-06, 3.67e-06, 4.21e-06, 2.53e-06, 6.00e-07, 1.13e-07, 3.38e-08, 2.75e-09, 3.26e-05, 9.40e-05, 5.74e-05, 4.56e-07, 3.51e-07, 6.31e-07, 5.84e-07, 5.77e-07, 1.13e-08, 1.98e-08, 2.04e-05, 1.65e-07]    [8.03e-06, 3.11e-06, 2.42e-06, 3.67e-06, 4.21e-06, 2.53e-06, 6.00e-07, 1.13e-07, 3.38e-08, 2.75e-09, 3.26e-05, 9.40e-05, 5.74e-05, 4.56e-07, 3.51e-07, 6.31e-07, 5.84e-07, 5.77e-07, 1.13e-08, 1.98e-08, 2.04e-05, 1.65e-07]    []  
42700     [3.26e-06, 2.04e-06, 2.28e-06, 3.82e-06, 6.45e-06, 2.16e-06, 6.71e-07, 1.80e-07, 1.26e-09, 2.48e-11, 2.12e-05, 2.04e-05, 1.28e-05, 3.85e-07, 4.61e-07, 3.70e-07, 2.90e-07, 5.08e-07, 3.49e-07, 6.59e-09, 1.05e-06, 4.58e-08]    [3.26e-06, 2.04e-06, 2.28e-06, 3.82e-06, 6.45e-06, 2.16e-06, 6.71e-07, 1.80e-07, 1.26e-09, 2.48e-11, 2.12e-05, 2.04e-05, 1.28e-05, 3.85e-07, 4.61e-07, 3.70e-07, 2.90e-07, 5.08e-07, 3.49e-07, 6.59e-09, 1.05e-06, 4.58e-08]    []  
42800     [2.13e-06, 2.11e-06, 2.53e-06, 3.08e-06, 6.11e-06, 2.11e-06, 5.77e-07, 7.57e-11, 2.49e-11, 3.92e-11, 1.36e-05, 8.31e-06, 5.99e-06, 6.84e-07, 2.78e-07, 2.68e-07, 2.00e-07, 2.50e-07, 2.38e-09, 3.89e-10, 6.01e-08, 1.01e-08]    [2.13e-06, 2.11e-06, 2.53e-06, 3.08e-06, 6.11e-06, 2.11e-06, 5.77e-07, 7.57e-11, 2.49e-11, 3.92e-11, 1.36e-05, 8.31e-06, 5.99e-06, 6.84e-07, 2.78e-07, 2.68e-07, 2.00e-07, 2.50e-07, 2.38e-09, 3.89e-10, 6.01e-08, 1.01e-08]    []  
42900     [1.86e-06, 2.23e-06, 2.54e-06, 2.64e-06, 5.67e-06, 2.12e-06, 5.01e-07, 1.96e-11, 8.70e-13, 8.44e-12, 9.93e-06, 5.60e-06, 4.48e-06, 4.84e-07, 2.59e-07, 2.04e-07, 1.76e-07, 2.15e-07, 1.66e-09, 1.68e-10, 4.63e-08, 8.33e-09]    [1.86e-06, 2.23e-06, 2.54e-06, 2.64e-06, 5.67e-06, 2.12e-06, 5.01e-07, 1.96e-11, 8.70e-13, 8.44e-12, 9.93e-06, 5.60e-06, 4.48e-06, 4.84e-07, 2.59e-07, 2.04e-07, 1.76e-07, 2.15e-07, 1.66e-09, 1.68e-10, 4.63e-08, 8.33e-09]    []  
43000     [1.73e-06, 2.30e-06, 2.52e-06, 2.36e-06, 5.28e-06, 2.13e-06, 4.56e-07, 7.06e-10, 2.64e-10, 3.00e-12, 7.97e-06, 4.55e-06, 3.75e-06, 3.67e-07, 2.35e-07, 1.64e-07, 1.64e-07, 1.87e-07, 7.80e-10, 4.96e-11, 4.06e-08, 9.06e-09]    [1.73e-06, 2.30e-06, 2.52e-06, 2.36e-06, 5.28e-06, 2.13e-06, 4.56e-07, 7.06e-10, 2.64e-10, 3.00e-12, 7.97e-06, 4.55e-06, 3.75e-06, 3.67e-07, 2.35e-07, 1.64e-07, 1.64e-07, 1.87e-07, 7.80e-10, 4.96e-11, 4.06e-08, 9.06e-09]    []  
43100     [1.68e-06, 2.42e-06, 2.58e-06, 2.23e-06, 4.99e-06, 2.15e-06, 4.38e-07, 1.37e-08, 1.15e-08, 1.59e-10, 7.18e-06, 4.05e-06, 3.28e-06, 4.25e-07, 2.44e-07, 1.28e-07, 1.42e-07, 1.45e-07, 5.44e-08, 1.32e-10, 3.12e-07, 1.62e-08]    [1.68e-06, 2.42e-06, 2.58e-06, 2.23e-06, 4.99e-06, 2.15e-06, 4.38e-07, 1.37e-08, 1.15e-08, 1.59e-10, 7.18e-06, 4.05e-06, 3.28e-06, 4.25e-07, 2.44e-07, 1.28e-07, 1.42e-07, 1.45e-07, 5.44e-08, 1.32e-10, 3.12e-07, 1.62e-08]    []  
43200     [8.02e-06, 2.84e-06, 2.73e-06, 2.31e-06, 5.07e-06, 2.17e-06, 5.28e-07, 2.28e-10, 4.25e-09, 4.93e-07, 6.10e-05, 1.23e-04, 3.26e-04, 8.02e-04, 9.71e-06, 9.82e-06, 8.09e-06, 7.97e-06, 1.03e-08, 4.23e-09, 5.48e-08, 2.52e-08]    [8.02e-06, 2.84e-06, 2.73e-06, 2.31e-06, 5.07e-06, 2.17e-06, 5.28e-07, 2.28e-10, 4.25e-09, 4.93e-07, 6.10e-05, 1.23e-04, 3.26e-04, 8.02e-04, 9.71e-06, 9.82e-06, 8.09e-06, 7.97e-06, 1.03e-08, 4.23e-09, 5.48e-08, 2.52e-08]    []  
43300     [1.65e-06, 2.43e-06, 2.34e-06, 1.87e-06, 4.37e-06, 2.11e-06, 3.95e-07, 1.49e-13, 3.43e-08, 6.52e-11, 5.89e-06, 3.68e-06, 3.05e-06, 2.57e-07, 1.20e-07, 9.47e-08, 1.87e-07, 1.83e-07, 2.76e-09, 2.19e-09, 5.50e-08, 2.06e-08]    [1.65e-06, 2.43e-06, 2.34e-06, 1.87e-06, 4.37e-06, 2.11e-06, 3.95e-07, 1.49e-13, 3.43e-08, 6.52e-11, 5.89e-06, 3.68e-06, 3.05e-06, 2.57e-07, 1.20e-07, 9.47e-08, 1.87e-07, 1.83e-07, 2.76e-09, 2.19e-09, 5.50e-08, 2.06e-08]    []  
43400     [1.64e-06, 2.52e-06, 2.31e-06, 1.73e-06, 4.20e-06, 2.05e-06, 3.74e-07, 2.53e-09, 8.68e-07, 7.35e-10, 5.78e-06, 3.62e-06, 3.01e-06, 2.20e-07, 6.95e-08, 2.95e-08, 1.63e-07, 1.42e-07, 5.02e-09, 0.00e+00, 6.17e-08, 1.25e-06]    [1.64e-06, 2.52e-06, 2.31e-06, 1.73e-06, 4.20e-06, 2.05e-06, 3.74e-07, 2.53e-09, 8.68e-07, 7.35e-10, 5.78e-06, 3.62e-06, 3.01e-06, 2.20e-07, 6.95e-08, 2.95e-08, 1.63e-07, 1.42e-07, 5.02e-09, 0.00e+00, 6.17e-08, 1.25e-06]    []  
43500     [2.31e-06, 2.88e-06, 2.50e-06, 1.79e-06, 4.39e-06, 2.19e-06, 3.71e-07, 1.01e-10, 1.85e-09, 9.27e-08, 1.35e-05, 4.37e-05, 7.88e-05, 2.05e-04, 0.00e+00, 3.26e-08, 0.00e+00, 0.00e+00, 1.68e-09, 6.02e-11, 8.25e-08, 6.15e-08]    [2.31e-06, 2.88e-06, 2.50e-06, 1.79e-06, 4.39e-06, 2.19e-06, 3.71e-07, 1.01e-10, 1.85e-09, 9.27e-08, 1.35e-05, 4.37e-05, 7.88e-05, 2.05e-04, 0.00e+00, 3.26e-08, 0.00e+00, 0.00e+00, 1.68e-09, 6.02e-11, 8.25e-08, 6.15e-08]    []  
43600     [1.71e-06, 2.74e-06, 2.33e-06, 1.70e-06, 3.93e-06, 1.96e-06, 3.38e-07, 8.66e-09, 2.96e-06, 3.75e-08, 6.90e-06, 1.34e-05, 7.11e-06, 3.74e-05, 0.00e+00, 1.40e-08, 6.99e-10, 6.87e-11, 2.72e-09, 6.81e-07, 7.67e-08, 4.02e-06]    [1.71e-06, 2.74e-06, 2.33e-06, 1.70e-06, 3.93e-06, 1.96e-06, 3.38e-07, 8.66e-09, 2.96e-06, 3.75e-08, 6.90e-06, 1.34e-05, 7.11e-06, 3.74e-05, 0.00e+00, 1.40e-08, 6.99e-10, 6.87e-11, 2.72e-09, 6.81e-07, 7.67e-08, 4.02e-06]    []  
43700     [2.09e-06, 2.79e-06, 2.27e-06, 1.80e-06, 3.82e-06, 1.91e-06, 3.39e-07, 2.99e-08, 1.24e-05, 6.92e-08, 2.60e-05, 3.33e-05, 9.96e-05, 1.69e-04, 0.00e+00, 2.68e-09, 0.00e+00, 1.13e-09, 8.70e-10, 0.00e+00, 1.17e-07, 1.88e-05]    [2.09e-06, 2.79e-06, 2.27e-06, 1.80e-06, 3.82e-06, 1.91e-06, 3.39e-07, 2.99e-08, 1.24e-05, 6.92e-08, 2.60e-05, 3.33e-05, 9.96e-05, 1.69e-04, 0.00e+00, 2.68e-09, 0.00e+00, 1.13e-09, 8.70e-10, 0.00e+00, 1.17e-07, 1.88e-05]    []  
43800     [2.48e-06, 2.64e-06, 2.30e-06, 1.56e-06, 3.66e-06, 1.69e-06, 3.45e-07, 7.08e-08, 2.00e-08, 9.08e-09, 2.19e-05, 1.62e-05, 5.73e-05, 6.21e-05, 4.34e-07, 3.59e-07, 1.10e-06, 1.01e-06, 2.26e-09, 1.27e-09, 9.21e-08, 1.42e-08]    [2.48e-06, 2.64e-06, 2.30e-06, 1.56e-06, 3.66e-06, 1.69e-06, 3.45e-07, 7.08e-08, 2.00e-08, 9.08e-09, 2.19e-05, 1.62e-05, 5.73e-05, 6.21e-05, 4.34e-07, 3.59e-07, 1.10e-06, 1.01e-06, 2.26e-09, 1.27e-09, 9.21e-08, 1.42e-08]    []  
43900     [1.74e-06, 2.99e-06, 2.35e-06, 1.66e-06, 4.15e-06, 1.63e-06, 3.38e-07, 1.49e-05, 1.55e-07, 6.71e-08, 6.62e-05, 6.10e-05, 6.04e-05, 1.92e-05, 2.26e-09, 3.04e-08, 1.77e-07, 2.80e-07, 2.99e-06, 4.18e-07, 1.87e-05, 2.39e-06]    [1.74e-06, 2.99e-06, 2.35e-06, 1.66e-06, 4.15e-06, 1.63e-06, 3.38e-07, 1.49e-05, 1.55e-07, 6.71e-08, 6.62e-05, 6.10e-05, 6.04e-05, 1.92e-05, 2.26e-09, 3.04e-08, 1.77e-07, 2.80e-07, 2.99e-06, 4.18e-07, 1.87e-05, 2.39e-06]    []  
44000     [1.59e-06, 2.71e-06, 2.30e-06, 1.77e-06, 3.47e-06, 1.54e-06, 3.50e-07, 1.23e-06, 1.26e-04, 5.89e-11, 6.91e-06, 5.15e-06, 1.13e-05, 1.08e-05, 1.36e-08, 3.82e-09, 1.62e-08, 2.58e-08, 0.00e+00, 7.50e-06, 1.16e-06, 4.06e-05]    [1.59e-06, 2.71e-06, 2.30e-06, 1.77e-06, 3.47e-06, 1.54e-06, 3.50e-07, 1.23e-06, 1.26e-04, 5.89e-11, 6.91e-06, 5.15e-06, 1.13e-05, 1.08e-05, 1.36e-08, 3.82e-09, 1.62e-08, 2.58e-08, 0.00e+00, 7.50e-06, 1.16e-06, 4.06e-05]    []  

Best model at step 38703:
  train loss: 1.31e-05
  test loss: 1.31e-05
  test metric: []

'train' took 41.926589 s

Best train step: 38703
lambda_a: 7.1541815956003
lambda_b: 5.607314911186905
kappa_a: 1.7498440713852037
kappa_b: 1.3423586979530133
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
44000     [1.59e-06, 2.71e-06, 2.30e-06, 1.77e-06, 3.47e-06, 1.54e-06, 3.50e-07, 1.23e-06, 1.26e-04, 5.89e-11, 6.91e-06, 5.15e-06, 1.13e-05, 1.08e-05, 1.36e-08, 3.82e-09, 1.62e-08, 2.58e-08, 0.00e+00, 7.50e-06, 1.16e-06, 4.06e-05]    [1.59e-06, 2.71e-06, 2.30e-06, 1.77e-06, 3.47e-06, 1.54e-06, 3.50e-07, 1.23e-06, 1.26e-04, 5.89e-11, 6.91e-06, 5.15e-06, 1.13e-05, 1.08e-05, 1.36e-08, 3.82e-09, 1.62e-08, 2.58e-08, 0.00e+00, 7.50e-06, 1.16e-06, 4.06e-05]    []  
44100     [1.69e-06, 2.62e-06, 2.19e-06, 1.66e-06, 3.44e-06, 1.43e-06, 3.25e-07, 4.12e-07, 5.12e-08, 6.49e-09, 5.19e-06, 3.72e-06, 2.62e-06, 2.54e-06, 1.48e-08, 7.74e-09, 1.02e-07, 1.17e-07, 0.00e+00, 1.38e-09, 1.08e-06, 4.04e-08]    [1.69e-06, 2.62e-06, 2.19e-06, 1.66e-06, 3.44e-06, 1.43e-06, 3.25e-07, 4.12e-07, 5.12e-08, 6.49e-09, 5.19e-06, 3.72e-06, 2.62e-06, 2.54e-06, 1.48e-08, 7.74e-09, 1.02e-07, 1.17e-07, 0.00e+00, 1.38e-09, 1.08e-06, 4.04e-08]    []  
44200     [1.86e-06, 2.71e-06, 2.21e-06, 1.57e-06, 3.33e-06, 1.68e-06, 3.15e-07, 5.38e-05, 4.81e-06, 1.31e-08, 4.94e-06, 5.26e-06, 7.21e-06, 1.28e-05, 1.08e-08, 9.84e-10, 4.22e-08, 9.21e-09, 5.13e-07, 0.00e+00, 2.84e-05, 2.75e-06]    [1.86e-06, 2.71e-06, 2.21e-06, 1.57e-06, 3.33e-06, 1.68e-06, 3.15e-07, 5.38e-05, 4.81e-06, 1.31e-08, 4.94e-06, 5.26e-06, 7.21e-06, 1.28e-05, 1.08e-08, 9.84e-10, 4.22e-08, 9.21e-09, 5.13e-07, 0.00e+00, 2.84e-05, 2.75e-06]    []  
44300     [1.70e-06, 2.73e-06, 2.15e-06, 1.80e-06, 3.23e-06, 1.35e-06, 3.09e-07, 2.30e-06, 2.73e-08, 9.26e-11, 2.33e-05, 1.69e-05, 6.29e-05, 4.99e-05, 0.00e+00, 4.65e-10, 6.36e-09, 1.54e-09, 0.00e+00, 3.29e-10, 2.42e-06, 3.86e-08]    [1.70e-06, 2.73e-06, 2.15e-06, 1.80e-06, 3.23e-06, 1.35e-06, 3.09e-07, 2.30e-06, 2.73e-08, 9.26e-11, 2.33e-05, 1.69e-05, 6.29e-05, 4.99e-05, 0.00e+00, 4.65e-10, 6.36e-09, 1.54e-09, 0.00e+00, 3.29e-10, 2.42e-06, 3.86e-08]    []  
44400     [1.80e-06, 2.73e-06, 2.10e-06, 1.78e-06, 3.20e-06, 1.34e-06, 3.11e-07, 4.59e-07, 2.26e-06, 2.61e-09, 1.01e-05, 1.21e-05, 3.20e-05, 4.33e-05, 1.70e-13, 2.10e-11, 5.42e-09, 6.78e-09, 6.80e-09, 0.00e+00, 2.16e-07, 7.34e-07]    [1.80e-06, 2.73e-06, 2.10e-06, 1.78e-06, 3.20e-06, 1.34e-06, 3.11e-07, 4.59e-07, 2.26e-06, 2.61e-09, 1.01e-05, 1.21e-05, 3.20e-05, 4.33e-05, 1.70e-13, 2.10e-11, 5.42e-09, 6.78e-09, 6.80e-09, 0.00e+00, 2.16e-07, 7.34e-07]    []  
44500     [9.83e-06, 4.10e-06, 2.63e-06, 2.67e-06, 4.25e-06, 1.88e-06, 5.32e-07, 4.77e-07, 4.04e-05, 5.97e-07, 4.42e-05, 2.77e-04, 2.76e-04, 1.32e-03, 0.00e+00, 1.95e-10, 0.00e+00, 0.00e+00, 5.49e-09, 0.00e+00, 6.23e-07, 2.84e-05]    [9.83e-06, 4.10e-06, 2.63e-06, 2.67e-06, 4.25e-06, 1.88e-06, 5.32e-07, 4.77e-07, 4.04e-05, 5.97e-07, 4.42e-05, 2.77e-04, 2.76e-04, 1.32e-03, 0.00e+00, 1.95e-10, 0.00e+00, 0.00e+00, 5.49e-09, 0.00e+00, 6.23e-07, 2.84e-05]    []  
44600     [1.70e-06, 2.69e-06, 2.05e-06, 1.88e-06, 2.99e-06, 1.24e-06, 2.92e-07, 4.36e-09, 1.35e-06, 5.98e-11, 6.92e-06, 5.91e-06, 1.43e-05, 7.13e-06, 2.32e-09, 1.52e-08, 8.37e-08, 1.20e-08, 3.14e-08, 1.99e-08, 1.39e-07, 8.64e-08]    [1.70e-06, 2.69e-06, 2.05e-06, 1.88e-06, 2.99e-06, 1.24e-06, 2.92e-07, 4.36e-09, 1.35e-06, 5.98e-11, 6.92e-06, 5.91e-06, 1.43e-05, 7.13e-06, 2.32e-09, 1.52e-08, 8.37e-08, 1.20e-08, 3.14e-08, 1.99e-08, 1.39e-07, 8.64e-08]    []  
44700     [2.35e-06, 2.77e-06, 2.12e-06, 1.77e-06, 3.03e-06, 1.19e-06, 3.03e-07, 7.03e-07, 1.11e-07, 1.89e-11, 2.28e-05, 1.52e-05, 5.78e-05, 5.85e-05, 3.55e-07, 5.39e-07, 1.16e-06, 9.50e-07, 2.12e-07, 2.27e-10, 1.35e-06, 1.02e-07]    [2.35e-06, 2.77e-06, 2.12e-06, 1.77e-06, 3.03e-06, 1.19e-06, 3.03e-07, 7.03e-07, 1.11e-07, 1.89e-11, 2.28e-05, 1.52e-05, 5.78e-05, 5.85e-05, 3.55e-07, 5.39e-07, 1.16e-06, 9.50e-07, 2.12e-07, 2.27e-10, 1.35e-06, 1.02e-07]    []  
44800     [6.27e-06, 3.64e-06, 2.51e-06, 2.47e-06, 3.67e-06, 1.65e-06, 3.33e-07, 5.22e-06, 1.36e-07, 1.56e-07, 1.38e-04, 1.85e-04, 5.51e-04, 9.88e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.59e-08, 2.30e-09, 4.21e-05, 4.86e-08]    [6.27e-06, 3.64e-06, 2.51e-06, 2.47e-06, 3.67e-06, 1.65e-06, 3.33e-07, 5.22e-06, 1.36e-07, 1.56e-07, 1.38e-04, 1.85e-04, 5.51e-04, 9.88e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.59e-08, 2.30e-09, 4.21e-05, 4.86e-08]    []  
44900     [1.68e-06, 2.55e-06, 2.11e-06, 2.00e-06, 2.72e-06, 1.17e-06, 2.74e-07, 9.77e-07, 2.11e-08, 4.73e-08, 2.91e-06, 2.38e-06, 1.69e-06, 1.02e-06, 3.38e-08, 8.40e-08, 7.52e-08, 9.96e-08, 1.27e-07, 7.33e-09, 8.44e-07, 4.22e-08]    [1.68e-06, 2.55e-06, 2.11e-06, 2.00e-06, 2.72e-06, 1.17e-06, 2.74e-07, 9.77e-07, 2.11e-08, 4.73e-08, 2.91e-06, 2.38e-06, 1.69e-06, 1.02e-06, 3.38e-08, 8.40e-08, 7.52e-08, 9.96e-08, 1.27e-07, 7.33e-09, 8.44e-07, 4.22e-08]    []  
45000     [2.08e-06, 2.61e-06, 2.14e-06, 1.87e-06, 2.54e-06, 1.16e-06, 2.94e-07, 1.15e-07, 3.04e-06, 3.41e-09, 3.30e-06, 2.51e-06, 3.11e-06, 1.86e-06, 3.10e-08, 8.57e-08, 2.28e-07, 2.14e-07, 2.19e-07, 0.00e+00, 1.07e-06, 1.55e-06]    [2.08e-06, 2.61e-06, 2.14e-06, 1.87e-06, 2.54e-06, 1.16e-06, 2.94e-07, 1.15e-07, 3.04e-06, 3.41e-09, 3.30e-06, 2.51e-06, 3.11e-06, 1.86e-06, 3.10e-08, 8.57e-08, 2.28e-07, 2.14e-07, 2.19e-07, 0.00e+00, 1.07e-06, 1.55e-06]    []  
45100     [6.54e-06, 2.92e-06, 2.28e-06, 2.02e-06, 2.85e-06, 1.22e-06, 4.45e-07, 8.60e-08, 5.85e-08, 2.43e-07, 4.48e-05, 8.98e-05, 2.23e-04, 5.74e-04, 6.13e-06, 6.70e-06, 5.04e-06, 3.83e-06, 6.99e-09, 2.50e-09, 4.68e-08, 1.31e-08]    [6.54e-06, 2.92e-06, 2.28e-06, 2.02e-06, 2.85e-06, 1.22e-06, 4.45e-07, 8.60e-08, 5.85e-08, 2.43e-07, 4.48e-05, 8.98e-05, 2.23e-04, 5.74e-04, 6.13e-06, 6.70e-06, 5.04e-06, 3.83e-06, 6.99e-09, 2.50e-09, 4.68e-08, 1.31e-08]    []  
45200     [2.48e-06, 3.06e-06, 2.11e-06, 2.22e-06, 2.83e-06, 1.14e-06, 3.50e-07, 8.27e-06, 5.47e-06, 3.12e-07, 2.21e-05, 4.98e-05, 1.26e-04, 3.00e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.53e-07, 1.58e-07, 1.16e-06, 1.32e-06]    [2.48e-06, 3.06e-06, 2.11e-06, 2.22e-06, 2.83e-06, 1.14e-06, 3.50e-07, 8.27e-06, 5.47e-06, 3.12e-07, 2.21e-05, 4.98e-05, 1.26e-04, 3.00e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.53e-07, 1.58e-07, 1.16e-06, 1.32e-06]    []  
45300     [1.11e-05, 6.91e-06, 2.87e-06, 5.15e-06, 3.30e-06, 1.93e-06, 5.20e-07, 9.77e-06, 9.61e-05, 1.25e-06, 5.56e-04, 6.83e-04, 5.29e-04, 3.05e-04, 0.00e+00, 1.67e-09, 1.77e-06, 0.00e+00, 4.71e-07, 0.00e+00, 1.98e-06, 2.80e-05]    [1.11e-05, 6.91e-06, 2.87e-06, 5.15e-06, 3.30e-06, 1.93e-06, 5.20e-07, 9.77e-06, 9.61e-05, 1.25e-06, 5.56e-04, 6.83e-04, 5.29e-04, 3.05e-04, 0.00e+00, 1.67e-09, 1.77e-06, 0.00e+00, 4.71e-07, 0.00e+00, 1.98e-06, 2.80e-05]    []  
45400     [1.85e-06, 2.53e-06, 2.06e-06, 2.24e-06, 2.29e-06, 1.15e-06, 3.06e-07, 4.86e-07, 2.39e-08, 7.70e-09, 4.16e-06, 4.80e-06, 3.58e-06, 6.33e-07, 1.98e-07, 5.10e-08, 1.02e-07, 1.61e-07, 0.00e+00, 2.84e-08, 2.96e-07, 1.62e-07]    [1.85e-06, 2.53e-06, 2.06e-06, 2.24e-06, 2.29e-06, 1.15e-06, 3.06e-07, 4.86e-07, 2.39e-08, 7.70e-09, 4.16e-06, 4.80e-06, 3.58e-06, 6.33e-07, 1.98e-07, 5.10e-08, 1.02e-07, 1.61e-07, 0.00e+00, 2.84e-08, 2.96e-07, 1.62e-07]    []  
45500     [1.41e-06, 2.50e-06, 2.12e-06, 2.42e-06, 2.06e-06, 1.10e-06, 2.83e-07, 1.98e-08, 1.07e-10, 1.31e-10, 1.91e-06, 1.64e-06, 1.10e-06, 2.45e-07, 5.83e-08, 2.15e-08, 3.40e-08, 3.58e-08, 2.38e-10, 1.86e-09, 7.19e-08, 7.23e-09]    [1.41e-06, 2.50e-06, 2.12e-06, 2.42e-06, 2.06e-06, 1.10e-06, 2.83e-07, 1.98e-08, 1.07e-10, 1.31e-10, 1.91e-06, 1.64e-06, 1.10e-06, 2.45e-07, 5.83e-08, 2.15e-08, 3.40e-08, 3.58e-08, 2.38e-10, 1.86e-09, 7.19e-08, 7.23e-09]    []  
45600     [2.62e-06, 2.72e-06, 2.22e-06, 2.13e-06, 2.05e-06, 1.01e-06, 3.89e-07, 5.21e-09, 1.01e-06, 1.41e-07, 2.84e-06, 3.32e-06, 2.18e-06, 1.53e-06, 2.17e-08, 1.47e-07, 1.64e-07, 1.19e-07, 1.90e-07, 4.71e-08, 1.12e-06, 7.25e-07]    [2.62e-06, 2.72e-06, 2.22e-06, 2.13e-06, 2.05e-06, 1.01e-06, 3.89e-07, 5.21e-09, 1.01e-06, 1.41e-07, 2.84e-06, 3.32e-06, 2.18e-06, 1.53e-06, 2.17e-08, 1.47e-07, 1.64e-07, 1.19e-07, 1.90e-07, 4.71e-08, 1.12e-06, 7.25e-07]    []  
45700     [1.39e-06, 2.62e-06, 1.98e-06, 2.23e-06, 2.16e-06, 1.02e-06, 3.18e-07, 6.03e-08, 1.78e-09, 4.27e-11, 1.38e-06, 1.56e-06, 1.17e-06, 3.47e-08, 1.36e-08, 9.83e-09, 2.95e-08, 3.85e-08, 1.08e-09, 5.73e-11, 4.67e-08, 1.29e-08]    [1.39e-06, 2.62e-06, 1.98e-06, 2.23e-06, 2.16e-06, 1.02e-06, 3.18e-07, 6.03e-08, 1.78e-09, 4.27e-11, 1.38e-06, 1.56e-06, 1.17e-06, 3.47e-08, 1.36e-08, 9.83e-09, 2.95e-08, 3.85e-08, 1.08e-09, 5.73e-11, 4.67e-08, 1.29e-08]    []  
45800     [1.19e-05, 3.54e-06, 2.60e-06, 2.80e-06, 3.00e-06, 1.48e-06, 7.23e-07, 1.79e-09, 9.37e-07, 1.35e-06, 5.13e-05, 1.98e-04, 2.92e-04, 1.28e-03, 2.06e-05, 1.96e-05, 9.55e-06, 7.19e-06, 1.68e-11, 4.31e-08, 2.10e-05, 3.30e-07]    [1.19e-05, 3.54e-06, 2.60e-06, 2.80e-06, 3.00e-06, 1.48e-06, 7.23e-07, 1.79e-09, 9.37e-07, 1.35e-06, 5.13e-05, 1.98e-04, 2.92e-04, 1.28e-03, 2.06e-05, 1.96e-05, 9.55e-06, 7.19e-06, 1.68e-11, 4.31e-08, 2.10e-05, 3.30e-07]    []  
45900     [6.98e-06, 3.01e-06, 2.18e-06, 2.37e-06, 2.56e-06, 1.17e-06, 4.94e-07, 4.31e-09, 1.03e-06, 3.20e-07, 3.91e-05, 9.30e-05, 2.26e-04, 5.91e-04, 7.59e-06, 7.19e-06, 5.84e-06, 4.82e-06, 3.76e-08, 1.54e-07, 1.91e-07, 8.87e-07]    [6.98e-06, 3.01e-06, 2.18e-06, 2.37e-06, 2.56e-06, 1.17e-06, 4.94e-07, 4.31e-09, 1.03e-06, 3.20e-07, 3.91e-05, 9.30e-05, 2.26e-04, 5.91e-04, 7.59e-06, 7.19e-06, 5.84e-06, 4.82e-06, 3.76e-08, 1.54e-07, 1.91e-07, 8.87e-07]    []  
46000     [2.13e-06, 2.88e-06, 1.97e-06, 2.29e-06, 2.40e-06, 1.05e-06, 3.20e-07, 2.75e-12, 2.06e-07, 4.17e-08, 1.72e-05, 3.34e-05, 8.01e-05, 1.50e-04, 0.00e+00, 4.63e-10, 0.00e+00, 0.00e+00, 1.46e-10, 6.43e-08, 7.04e-08, 4.28e-07]    [2.13e-06, 2.88e-06, 1.97e-06, 2.29e-06, 2.40e-06, 1.05e-06, 3.20e-07, 2.75e-12, 2.06e-07, 4.17e-08, 1.72e-05, 3.34e-05, 8.01e-05, 1.50e-04, 0.00e+00, 4.63e-10, 0.00e+00, 0.00e+00, 1.46e-10, 6.43e-08, 7.04e-08, 4.28e-07]    []  

Best model at step 38703:
  train loss: 1.31e-05
  test loss: 1.31e-05
  test metric: []

'train' took 41.722580 s

Best train step: 38703
lambda_a: 7.1541815956003
lambda_b: 5.607314911186905
kappa_a: 1.7498440713852037
kappa_b: 1.3423586979530133
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
46000     [2.13e-06, 2.88e-06, 1.97e-06, 2.29e-06, 2.40e-06, 1.05e-06, 3.20e-07, 2.75e-12, 2.06e-07, 4.17e-08, 1.72e-05, 3.34e-05, 8.01e-05, 1.50e-04, 0.00e+00, 4.63e-10, 0.00e+00, 0.00e+00, 1.46e-10, 6.43e-08, 7.04e-08, 4.28e-07]    [2.13e-06, 2.88e-06, 1.97e-06, 2.29e-06, 2.40e-06, 1.05e-06, 3.20e-07, 2.75e-12, 2.06e-07, 4.17e-08, 1.72e-05, 3.34e-05, 8.01e-05, 1.50e-04, 0.00e+00, 4.63e-10, 0.00e+00, 0.00e+00, 1.46e-10, 6.43e-08, 7.04e-08, 4.28e-07]    []  
46100     [2.18e-06, 2.77e-06, 1.91e-06, 2.16e-06, 2.13e-06, 9.61e-07, 3.64e-07, 3.82e-10, 7.54e-08, 2.57e-08, 1.01e-05, 1.17e-05, 3.44e-05, 6.08e-05, 4.59e-07, 5.78e-07, 8.04e-07, 7.69e-07, 1.57e-10, 1.06e-08, 7.01e-08, 7.47e-08]    [2.18e-06, 2.77e-06, 1.91e-06, 2.16e-06, 2.13e-06, 9.61e-07, 3.64e-07, 3.82e-10, 7.54e-08, 2.57e-08, 1.01e-05, 1.17e-05, 3.44e-05, 6.08e-05, 4.59e-07, 5.78e-07, 8.04e-07, 7.69e-07, 1.57e-10, 1.06e-08, 7.01e-08, 7.47e-08]    []  
46200     [1.65e-06, 2.83e-06, 1.87e-06, 2.25e-06, 2.23e-06, 1.01e-06, 3.23e-07, 1.19e-07, 1.02e-05, 1.17e-08, 1.14e-05, 1.97e-05, 5.08e-05, 8.91e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-09, 0.00e+00, 6.81e-08, 6.79e-06]    [1.65e-06, 2.83e-06, 1.87e-06, 2.25e-06, 2.23e-06, 1.01e-06, 3.23e-07, 1.19e-07, 1.02e-05, 1.17e-08, 1.14e-05, 1.97e-05, 5.08e-05, 8.91e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-09, 0.00e+00, 6.81e-08, 6.79e-06]    []  
46300     [1.76e-06, 2.74e-06, 1.86e-06, 2.22e-06, 2.09e-06, 8.99e-07, 3.41e-07, 1.92e-07, 5.84e-07, 1.03e-08, 4.41e-06, 5.10e-06, 1.51e-05, 2.94e-05, 1.78e-07, 2.70e-07, 7.09e-07, 2.04e-07, 9.36e-09, 5.85e-09, 8.28e-08, 4.10e-08]    [1.76e-06, 2.74e-06, 1.86e-06, 2.22e-06, 2.09e-06, 8.99e-07, 3.41e-07, 1.92e-07, 5.84e-07, 1.03e-08, 4.41e-06, 5.10e-06, 1.51e-05, 2.94e-05, 1.78e-07, 2.70e-07, 7.09e-07, 2.04e-07, 9.36e-09, 5.85e-09, 8.28e-08, 4.10e-08]    []  
46400     [2.37e-06, 2.93e-06, 2.00e-06, 2.40e-06, 2.23e-06, 9.09e-07, 3.63e-07, 4.20e-10, 2.79e-07, 2.80e-07, 3.49e-06, 6.00e-05, 4.32e-05, 1.84e-04, 0.00e+00, 4.95e-08, 0.00e+00, 9.99e-11, 3.57e-11, 2.85e-08, 1.84e-07, 1.79e-07]    [2.37e-06, 2.93e-06, 2.00e-06, 2.40e-06, 2.23e-06, 9.09e-07, 3.63e-07, 4.20e-10, 2.79e-07, 2.80e-07, 3.49e-06, 6.00e-05, 4.32e-05, 1.84e-04, 0.00e+00, 4.95e-08, 0.00e+00, 9.99e-11, 3.57e-11, 2.85e-08, 1.84e-07, 1.79e-07]    []  
46500     [1.25e-06, 2.84e-06, 1.83e-06, 2.31e-06, 2.06e-06, 8.74e-07, 3.23e-07, 2.88e-08, 1.72e-06, 3.22e-08, 3.62e-06, 8.28e-06, 1.75e-05, 4.36e-05, 8.17e-10, 0.00e+00, 1.83e-09, 0.00e+00, 2.42e-09, 0.00e+00, 7.82e-08, 1.49e-06]    [1.25e-06, 2.84e-06, 1.83e-06, 2.31e-06, 2.06e-06, 8.74e-07, 3.23e-07, 2.88e-08, 1.72e-06, 3.22e-08, 3.62e-06, 8.28e-06, 1.75e-05, 4.36e-05, 8.17e-10, 0.00e+00, 1.83e-09, 0.00e+00, 2.42e-09, 0.00e+00, 7.82e-08, 1.49e-06]    []  
46600     [7.09e-06, 3.72e-06, 2.26e-06, 3.28e-06, 2.70e-06, 1.45e-06, 3.76e-07, 1.18e-04, 1.39e-05, 2.35e-09, 1.44e-04, 2.05e-04, 5.64e-04, 9.01e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.49e-05, 1.34e-05]    [7.09e-06, 3.72e-06, 2.26e-06, 3.28e-06, 2.70e-06, 1.45e-06, 3.76e-07, 1.18e-04, 1.39e-05, 2.35e-09, 1.44e-04, 2.05e-04, 5.64e-04, 9.01e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.49e-05, 1.34e-05]    []  
46700     [2.57e-06, 2.79e-06, 1.90e-06, 2.17e-06, 2.10e-06, 8.39e-07, 3.51e-07, 2.15e-06, 1.69e-06, 1.33e-07, 7.09e-06, 9.41e-06, 2.02e-05, 7.57e-05, 9.55e-07, 3.19e-07, 4.45e-07, 9.09e-07, 2.39e-08, 0.00e+00, 2.64e-07, 8.91e-07]    [2.57e-06, 2.79e-06, 1.90e-06, 2.17e-06, 2.10e-06, 8.39e-07, 3.51e-07, 2.15e-06, 1.69e-06, 1.33e-07, 7.09e-06, 9.41e-06, 2.02e-05, 7.57e-05, 9.55e-07, 3.19e-07, 4.45e-07, 9.09e-07, 2.39e-08, 0.00e+00, 2.64e-07, 8.91e-07]    []  
46800     [6.96e-06, 3.15e-06, 2.05e-06, 2.48e-06, 2.37e-06, 1.07e-06, 4.98e-07, 2.02e-05, 3.89e-06, 1.04e-07, 6.62e-05, 1.08e-04, 3.02e-04, 6.65e-04, 8.16e-06, 6.74e-06, 6.09e-06, 5.99e-06, 1.64e-06, 1.51e-07, 1.06e-05, 1.24e-06]    [6.96e-06, 3.15e-06, 2.05e-06, 2.48e-06, 2.37e-06, 1.07e-06, 4.98e-07, 2.02e-05, 3.89e-06, 1.04e-07, 6.62e-05, 1.08e-04, 3.02e-04, 6.65e-04, 8.16e-06, 6.74e-06, 6.09e-06, 5.99e-06, 1.64e-06, 1.51e-07, 1.06e-05, 1.24e-06]    []  
46900     [2.08e-06, 2.82e-06, 1.82e-06, 2.31e-06, 1.92e-06, 8.12e-07, 3.36e-07, 3.56e-05, 2.02e-06, 7.95e-08, 3.28e-06, 8.91e-06, 2.88e-06, 2.21e-05, 1.53e-06, 5.13e-08, 3.27e-08, 6.18e-07, 1.65e-06, 1.64e-08, 1.03e-05, 1.38e-06]    [2.08e-06, 2.82e-06, 1.82e-06, 2.31e-06, 1.92e-06, 8.12e-07, 3.36e-07, 3.56e-05, 2.02e-06, 7.95e-08, 3.28e-06, 8.91e-06, 2.88e-06, 2.21e-05, 1.53e-06, 5.13e-08, 3.27e-08, 6.18e-07, 1.65e-06, 1.64e-08, 1.03e-05, 1.38e-06]    []  
47000     [1.29e-06, 2.80e-06, 1.79e-06, 2.37e-06, 2.02e-06, 7.86e-07, 3.47e-07, 5.22e-10, 4.05e-08, 3.21e-08, 1.01e-05, 7.53e-06, 2.10e-05, 1.01e-05, 2.81e-09, 5.03e-10, 3.34e-10, 0.00e+00, 2.87e-09, 3.24e-10, 8.11e-08, 1.73e-07]    [1.29e-06, 2.80e-06, 1.79e-06, 2.37e-06, 2.02e-06, 7.86e-07, 3.47e-07, 5.22e-10, 4.05e-08, 3.21e-08, 1.01e-05, 7.53e-06, 2.10e-05, 1.01e-05, 2.81e-09, 5.03e-10, 3.34e-10, 0.00e+00, 2.87e-09, 3.24e-10, 8.11e-08, 1.73e-07]    []  
47100     [1.86e-06, 2.82e-06, 1.77e-06, 2.15e-06, 2.01e-06, 8.71e-07, 3.97e-07, 2.97e-06, 5.54e-05, 1.39e-09, 1.25e-05, 1.06e-05, 3.45e-05, 2.28e-05, 1.40e-07, 1.58e-08, 7.68e-07, 2.61e-07, 4.11e-08, 0.00e+00, 2.11e-07, 1.93e-05]    [1.86e-06, 2.82e-06, 1.77e-06, 2.15e-06, 2.01e-06, 8.71e-07, 3.97e-07, 2.97e-06, 5.54e-05, 1.39e-09, 1.25e-05, 1.06e-05, 3.45e-05, 2.28e-05, 1.40e-07, 1.58e-08, 7.68e-07, 2.61e-07, 4.11e-08, 0.00e+00, 2.11e-07, 1.93e-05]    []  
47200     [2.21e-06, 2.81e-06, 1.83e-06, 2.06e-06, 2.03e-06, 8.07e-07, 3.62e-07, 3.11e-06, 8.03e-06, 1.77e-07, 2.90e-05, 1.75e-05, 7.57e-05, 6.40e-05, 4.92e-07, 3.30e-07, 1.21e-06, 1.10e-06, 3.02e-07, 4.74e-07, 1.82e-06, 2.84e-06]    [2.21e-06, 2.81e-06, 1.83e-06, 2.06e-06, 2.03e-06, 8.07e-07, 3.62e-07, 3.11e-06, 8.03e-06, 1.77e-07, 2.90e-05, 1.75e-05, 7.57e-05, 6.40e-05, 4.92e-07, 3.30e-07, 1.21e-06, 1.10e-06, 3.02e-07, 4.74e-07, 1.82e-06, 2.84e-06]    []  
47300     [2.98e-06, 2.85e-06, 1.82e-06, 2.11e-06, 2.06e-06, 8.26e-07, 3.84e-07, 1.36e-06, 7.21e-07, 3.44e-08, 5.26e-05, 3.81e-05, 1.52e-04, 1.53e-04, 1.45e-06, 1.11e-06, 2.00e-06, 1.81e-06, 2.13e-07, 5.81e-09, 1.47e-06, 6.88e-07]    [2.98e-06, 2.85e-06, 1.82e-06, 2.11e-06, 2.06e-06, 8.26e-07, 3.84e-07, 1.36e-06, 7.21e-07, 3.44e-08, 5.26e-05, 3.81e-05, 1.52e-04, 1.53e-04, 1.45e-06, 1.11e-06, 2.00e-06, 1.81e-06, 2.13e-07, 5.81e-09, 1.47e-06, 6.88e-07]    []  
47400     [2.57e-06, 2.73e-06, 1.88e-06, 1.96e-06, 2.09e-06, 9.21e-07, 5.03e-07, 4.60e-05, 4.69e-06, 2.01e-07, 1.17e-05, 1.65e-05, 7.96e-06, 2.43e-05, 6.44e-07, 2.04e-07, 2.72e-07, 4.17e-09, 1.88e-06, 1.25e-06, 1.06e-05, 7.73e-06]    [2.57e-06, 2.73e-06, 1.88e-06, 1.96e-06, 2.09e-06, 9.21e-07, 5.03e-07, 4.60e-05, 4.69e-06, 2.01e-07, 1.17e-05, 1.65e-05, 7.96e-06, 2.43e-05, 6.44e-07, 2.04e-07, 2.72e-07, 4.17e-09, 1.88e-06, 1.25e-06, 1.06e-05, 7.73e-06]    []  
47500     [1.54e-06, 2.70e-06, 1.75e-06, 1.98e-06, 2.13e-06, 7.77e-07, 3.45e-07, 1.00e-05, 1.12e-07, 7.71e-08, 2.20e-05, 1.10e-05, 3.15e-05, 6.72e-06, 2.74e-08, 1.81e-07, 2.65e-07, 5.82e-07, 6.40e-07, 3.65e-08, 4.24e-06, 2.83e-07]    [1.54e-06, 2.70e-06, 1.75e-06, 1.98e-06, 2.13e-06, 7.77e-07, 3.45e-07, 1.00e-05, 1.12e-07, 7.71e-08, 2.20e-05, 1.10e-05, 3.15e-05, 6.72e-06, 2.74e-08, 1.81e-07, 2.65e-07, 5.82e-07, 6.40e-07, 3.65e-08, 4.24e-06, 2.83e-07]    []  
47600     [1.58e-06, 2.83e-06, 1.82e-06, 2.26e-06, 2.27e-06, 9.14e-07, 3.08e-07, 8.91e-08, 5.99e-08, 1.14e-07, 6.00e-06, 2.05e-05, 3.71e-05, 1.08e-04, 5.18e-08, 0.00e+00, 0.00e+00, 0.00e+00, 9.31e-09, 0.00e+00, 1.65e-07, 3.88e-07]    [1.58e-06, 2.83e-06, 1.82e-06, 2.26e-06, 2.27e-06, 9.14e-07, 3.08e-07, 8.91e-08, 5.99e-08, 1.14e-07, 6.00e-06, 2.05e-05, 3.71e-05, 1.08e-04, 5.18e-08, 0.00e+00, 0.00e+00, 0.00e+00, 9.31e-09, 0.00e+00, 1.65e-07, 3.88e-07]    []  
47700     [1.74e-06, 2.82e-06, 1.82e-06, 2.27e-06, 2.21e-06, 8.56e-07, 3.10e-07, 7.89e-09, 5.56e-08, 9.98e-09, 2.08e-05, 2.97e-05, 8.49e-05, 1.44e-04, 2.25e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.17e-09, 5.47e-11, 1.52e-07, 7.20e-08]    [1.74e-06, 2.82e-06, 1.82e-06, 2.27e-06, 2.21e-06, 8.56e-07, 3.10e-07, 7.89e-09, 5.56e-08, 9.98e-09, 2.08e-05, 2.97e-05, 8.49e-05, 1.44e-04, 2.25e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.17e-09, 5.47e-11, 1.52e-07, 7.20e-08]    []  
47800     [1.26e-06, 2.65e-06, 1.74e-06, 1.99e-06, 2.16e-06, 7.66e-07, 3.41e-07, 1.66e-06, 1.03e-04, 1.50e-08, 1.23e-06, 1.73e-06, 1.27e-06, 7.22e-08, 4.54e-08, 2.79e-08, 1.18e-08, 4.54e-08, 1.57e-09, 0.00e+00, 3.31e-07, 4.71e-05]    [1.26e-06, 2.65e-06, 1.74e-06, 1.99e-06, 2.16e-06, 7.66e-07, 3.41e-07, 1.66e-06, 1.03e-04, 1.50e-08, 1.23e-06, 1.73e-06, 1.27e-06, 7.22e-08, 4.54e-08, 2.79e-08, 1.18e-08, 4.54e-08, 1.57e-09, 0.00e+00, 3.31e-07, 4.71e-05]    []  
47900     [2.13e-06, 2.63e-06, 1.78e-06, 1.90e-06, 2.20e-06, 8.20e-07, 3.29e-07, 1.78e-06, 2.19e-07, 9.91e-08, 1.84e-05, 1.54e-05, 5.38e-05, 6.75e-05, 5.84e-07, 6.33e-07, 7.40e-07, 7.81e-07, 3.39e-08, 2.30e-08, 4.30e-07, 1.86e-07]    [2.13e-06, 2.63e-06, 1.78e-06, 1.90e-06, 2.20e-06, 8.20e-07, 3.29e-07, 1.78e-06, 2.19e-07, 9.91e-08, 1.84e-05, 1.54e-05, 5.38e-05, 6.75e-05, 5.84e-07, 6.33e-07, 7.40e-07, 7.81e-07, 3.39e-08, 2.30e-08, 4.30e-07, 1.86e-07]    []  
48000     [1.11e-06, 2.63e-06, 1.75e-06, 2.04e-06, 2.18e-06, 7.88e-07, 2.89e-07, 2.50e-07, 1.74e-07, 2.05e-08, 5.28e-06, 6.13e-06, 1.77e-05, 2.18e-05, 5.90e-10, 6.04e-10, 0.00e+00, 0.00e+00, 3.35e-09, 2.72e-09, 1.78e-07, 5.13e-08]    [1.11e-06, 2.63e-06, 1.75e-06, 2.04e-06, 2.18e-06, 7.88e-07, 2.89e-07, 2.50e-07, 1.74e-07, 2.05e-08, 5.28e-06, 6.13e-06, 1.77e-05, 2.18e-05, 5.90e-10, 6.04e-10, 0.00e+00, 0.00e+00, 3.35e-09, 2.72e-09, 1.78e-07, 5.13e-08]    []  

Best model at step 38703:
  train loss: 1.31e-05
  test loss: 1.31e-05
  test metric: []

'train' took 41.150480 s

Best train step: 38703
lambda_a: 7.1541815956003
lambda_b: 5.607314911186905
kappa_a: 1.7498440713852037
kappa_b: 1.3423586979530133
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
48000     [1.11e-06, 2.63e-06, 1.75e-06, 2.04e-06, 2.18e-06, 7.88e-07, 2.89e-07, 2.50e-07, 1.74e-07, 2.05e-08, 5.28e-06, 6.13e-06, 1.77e-05, 2.18e-05, 5.90e-10, 6.04e-10, 0.00e+00, 0.00e+00, 3.35e-09, 2.72e-09, 1.78e-07, 5.13e-08]    [1.11e-06, 2.63e-06, 1.75e-06, 2.04e-06, 2.18e-06, 7.88e-07, 2.89e-07, 2.50e-07, 1.74e-07, 2.05e-08, 5.28e-06, 6.13e-06, 1.77e-05, 2.18e-05, 5.90e-10, 6.04e-10, 0.00e+00, 0.00e+00, 3.35e-09, 2.72e-09, 1.78e-07, 5.13e-08]    []  
48100     [3.88e-06, 3.28e-06, 2.00e-06, 2.60e-06, 2.45e-06, 1.14e-06, 2.93e-07, 5.23e-06, 8.50e-08, 1.17e-07, 6.39e-05, 9.79e-05, 2.77e-04, 5.47e-04, 1.63e-09, 0.00e+00, 0.00e+00, 0.00e+00, 8.43e-09, 0.00e+00, 3.61e-07, 7.94e-07]    [3.88e-06, 3.28e-06, 2.00e-06, 2.60e-06, 2.45e-06, 1.14e-06, 2.93e-07, 5.23e-06, 8.50e-08, 1.17e-07, 6.39e-05, 9.79e-05, 2.77e-04, 5.47e-04, 1.63e-09, 0.00e+00, 0.00e+00, 0.00e+00, 8.43e-09, 0.00e+00, 3.61e-07, 7.94e-07]    []  
48200     [3.93e-06, 3.30e-06, 2.04e-06, 2.84e-06, 2.66e-06, 1.37e-06, 3.41e-07, 4.77e-09, 1.13e-06, 1.75e-05, 1.92e-04, 1.33e-04, 5.46e-04, 7.83e-04, 1.92e-05, 1.45e-06, 1.02e-05, 3.02e-06, 8.26e-08, 1.25e-08, 3.71e-07, 1.74e-07]    [3.93e-06, 3.30e-06, 2.04e-06, 2.84e-06, 2.66e-06, 1.37e-06, 3.41e-07, 4.77e-09, 1.13e-06, 1.75e-05, 1.92e-04, 1.33e-04, 5.46e-04, 7.83e-04, 1.92e-05, 1.45e-06, 1.02e-05, 3.02e-06, 8.26e-08, 1.25e-08, 3.71e-07, 1.74e-07]    []  
48300     [1.21e-06, 2.65e-06, 1.68e-06, 1.90e-06, 2.15e-06, 8.15e-07, 2.89e-07, 6.53e-07, 3.00e-07, 1.37e-08, 1.47e-06, 1.92e-06, 1.37e-06, 1.65e-07, 1.21e-08, 1.98e-08, 6.88e-08, 1.82e-08, 2.28e-08, 0.00e+00, 1.69e-07, 1.96e-06]    [1.21e-06, 2.65e-06, 1.68e-06, 1.90e-06, 2.15e-06, 8.15e-07, 2.89e-07, 6.53e-07, 3.00e-07, 1.37e-08, 1.47e-06, 1.92e-06, 1.37e-06, 1.65e-07, 1.21e-08, 1.98e-08, 6.88e-08, 1.82e-08, 2.28e-08, 0.00e+00, 1.69e-07, 1.96e-06]    []  
48400     [2.66e-05, 2.85e-05, 1.03e-05, 1.49e-05, 1.81e-05, 7.50e-06, 2.53e-06, 5.52e-06, 8.99e-09, 9.79e-05, 1.06e-04, 1.25e-03, 8.60e-04, 6.97e-05, 1.52e-05, 0.00e+00, 1.58e-06, 4.42e-06, 1.54e-07, 3.35e-10, 2.22e-05, 1.60e-06]    [2.66e-05, 2.85e-05, 1.03e-05, 1.49e-05, 1.81e-05, 7.50e-06, 2.53e-06, 5.52e-06, 8.99e-09, 9.79e-05, 1.06e-04, 1.25e-03, 8.60e-04, 6.97e-05, 1.52e-05, 0.00e+00, 1.58e-06, 4.42e-06, 1.54e-07, 3.35e-10, 2.22e-05, 1.60e-06]    []  
48500     [2.27e-06, 2.32e-06, 1.52e-06, 1.86e-06, 2.30e-06, 1.89e-06, 1.54e-06, 3.84e-08, 3.61e-08, 5.63e-12, 2.75e-05, 3.33e-05, 2.14e-05, 1.75e-07, 8.26e-08, 2.05e-07, 7.11e-07, 5.02e-07, 8.37e-08, 8.70e-08, 5.77e-07, 8.02e-07]    [2.27e-06, 2.32e-06, 1.52e-06, 1.86e-06, 2.30e-06, 1.89e-06, 1.54e-06, 3.84e-08, 3.61e-08, 5.63e-12, 2.75e-05, 3.33e-05, 2.14e-05, 1.75e-07, 8.26e-08, 2.05e-07, 7.11e-07, 5.02e-07, 8.37e-08, 8.70e-08, 5.77e-07, 8.02e-07]    []  
48600     [1.46e-06, 2.44e-06, 1.76e-06, 1.83e-06, 2.18e-06, 1.82e-06, 1.12e-06, 3.11e-09, 5.64e-10, 1.18e-11, 1.38e-05, 7.93e-06, 6.09e-06, 1.90e-07, 1.14e-07, 1.81e-07, 4.32e-07, 2.89e-07, 5.77e-09, 7.01e-09, 6.05e-08, 7.02e-08]    [1.46e-06, 2.44e-06, 1.76e-06, 1.83e-06, 2.18e-06, 1.82e-06, 1.12e-06, 3.11e-09, 5.64e-10, 1.18e-11, 1.38e-05, 7.93e-06, 6.09e-06, 1.90e-07, 1.14e-07, 1.81e-07, 4.32e-07, 2.89e-07, 5.77e-09, 7.01e-09, 6.05e-08, 7.02e-08]    []  
48700     [1.33e-06, 2.47e-06, 1.80e-06, 1.77e-06, 2.13e-06, 1.85e-06, 9.90e-07, 3.98e-08, 8.78e-08, 5.82e-10, 9.84e-06, 4.89e-06, 4.27e-06, 1.21e-07, 5.03e-08, 1.18e-07, 3.54e-07, 1.65e-07, 4.04e-11, 1.37e-08, 8.81e-08, 8.11e-08]    [1.33e-06, 2.47e-06, 1.80e-06, 1.77e-06, 2.13e-06, 1.85e-06, 9.90e-07, 3.98e-08, 8.78e-08, 5.82e-10, 9.84e-06, 4.89e-06, 4.27e-06, 1.21e-07, 5.03e-08, 1.18e-07, 3.54e-07, 1.65e-07, 4.04e-11, 1.37e-08, 8.81e-08, 8.11e-08]    []  
48800     [1.14e-06, 2.54e-06, 1.80e-06, 1.76e-06, 2.13e-06, 1.78e-06, 8.89e-07, 4.59e-07, 5.28e-09, 2.97e-09, 8.55e-06, 8.19e-06, 8.53e-06, 1.37e-05, 4.56e-09, 1.18e-08, 2.42e-07, 2.30e-08, 0.00e+00, 2.20e-11, 1.23e-06, 1.80e-07]    [1.14e-06, 2.54e-06, 1.80e-06, 1.76e-06, 2.13e-06, 1.78e-06, 8.89e-07, 4.59e-07, 5.28e-09, 2.97e-09, 8.55e-06, 8.19e-06, 8.53e-06, 1.37e-05, 4.56e-09, 1.18e-08, 2.42e-07, 2.30e-08, 0.00e+00, 2.20e-11, 1.23e-06, 1.80e-07]    []  
48900     [3.07e-06, 2.56e-06, 1.84e-06, 1.73e-06, 2.30e-06, 1.77e-06, 9.23e-07, 1.24e-07, 9.08e-09, 6.52e-08, 1.36e-05, 2.86e-05, 4.64e-05, 1.73e-04, 2.08e-06, 1.84e-06, 1.72e-06, 1.68e-06, 4.87e-08, 6.89e-09, 3.12e-07, 3.82e-08]    [3.07e-06, 2.56e-06, 1.84e-06, 1.73e-06, 2.30e-06, 1.77e-06, 9.23e-07, 1.24e-07, 9.08e-09, 6.52e-08, 1.36e-05, 2.86e-05, 4.64e-05, 1.73e-04, 2.08e-06, 1.84e-06, 1.72e-06, 1.68e-06, 4.87e-08, 6.89e-09, 3.12e-07, 3.82e-08]    []  
49000     [1.71e-06, 2.63e-06, 1.76e-06, 1.71e-06, 2.35e-06, 1.56e-06, 8.09e-07, 2.36e-09, 1.24e-08, 1.80e-08, 7.08e-06, 7.92e-06, 1.35e-05, 3.52e-05, 5.15e-07, 2.88e-07, 7.17e-07, 9.46e-07, 6.09e-09, 6.11e-09, 3.45e-08, 3.41e-08]    [1.71e-06, 2.63e-06, 1.76e-06, 1.71e-06, 2.35e-06, 1.56e-06, 8.09e-07, 2.36e-09, 1.24e-08, 1.80e-08, 7.08e-06, 7.92e-06, 1.35e-05, 3.52e-05, 5.15e-07, 2.88e-07, 7.17e-07, 9.46e-07, 6.09e-09, 6.11e-09, 3.45e-08, 3.41e-08]    []  
49100     [1.16e-06, 2.68e-06, 1.77e-06, 1.90e-06, 2.32e-06, 1.46e-06, 6.68e-07, 9.91e-06, 4.42e-06, 8.29e-09, 1.04e-05, 6.55e-06, 1.72e-05, 8.11e-06, 1.06e-09, 2.56e-08, 1.48e-07, 3.18e-08, 0.00e+00, 0.00e+00, 1.21e-05, 5.08e-06]    [1.16e-06, 2.68e-06, 1.77e-06, 1.90e-06, 2.32e-06, 1.46e-06, 6.68e-07, 9.91e-06, 4.42e-06, 8.29e-09, 1.04e-05, 6.55e-06, 1.72e-05, 8.11e-06, 1.06e-09, 2.56e-08, 1.48e-07, 3.18e-08, 0.00e+00, 0.00e+00, 1.21e-05, 5.08e-06]    []  
49200     [1.77e-06, 2.80e-06, 1.75e-06, 1.68e-06, 2.60e-06, 1.34e-06, 6.86e-07, 2.78e-06, 3.56e-07, 9.91e-08, 5.26e-06, 6.36e-06, 7.80e-06, 2.56e-05, 3.07e-07, 1.67e-07, 6.47e-07, 5.41e-07, 0.00e+00, 2.05e-12, 1.87e-06, 2.71e-07]    [1.77e-06, 2.80e-06, 1.75e-06, 1.68e-06, 2.60e-06, 1.34e-06, 6.86e-07, 2.78e-06, 3.56e-07, 9.91e-08, 5.26e-06, 6.36e-06, 7.80e-06, 2.56e-05, 3.07e-07, 1.67e-07, 6.47e-07, 5.41e-07, 0.00e+00, 2.05e-12, 1.87e-06, 2.71e-07]    []  
49300     [5.52e-06, 3.04e-06, 1.87e-06, 1.83e-06, 2.89e-06, 1.62e-06, 8.02e-07, 4.25e-06, 8.90e-08, 8.92e-07, 3.37e-05, 8.18e-05, 1.45e-04, 5.39e-04, 6.76e-06, 5.44e-06, 4.10e-06, 2.98e-06, 5.68e-07, 0.00e+00, 3.81e-06, 2.47e-08]    [5.52e-06, 3.04e-06, 1.87e-06, 1.83e-06, 2.89e-06, 1.62e-06, 8.02e-07, 4.25e-06, 8.90e-08, 8.92e-07, 3.37e-05, 8.18e-05, 1.45e-04, 5.39e-04, 6.76e-06, 5.44e-06, 4.10e-06, 2.98e-06, 5.68e-07, 0.00e+00, 3.81e-06, 2.47e-08]    []  
49400     [1.41e-06, 2.93e-06, 1.73e-06, 1.69e-06, 2.63e-06, 1.27e-06, 5.77e-07, 2.00e-09, 3.81e-06, 1.68e-08, 1.40e-05, 1.45e-05, 4.76e-05, 5.24e-05, 1.65e-08, 1.42e-10, 5.42e-09, 1.32e-10, 3.13e-10, 0.00e+00, 3.75e-07, 3.39e-06]    [1.41e-06, 2.93e-06, 1.73e-06, 1.69e-06, 2.63e-06, 1.27e-06, 5.77e-07, 2.00e-09, 3.81e-06, 1.68e-08, 1.40e-05, 1.45e-05, 4.76e-05, 5.24e-05, 1.65e-08, 1.42e-10, 5.42e-09, 1.32e-10, 3.13e-10, 0.00e+00, 3.75e-07, 3.39e-06]    []  
49500     [1.25e-06, 2.79e-06, 1.82e-06, 1.81e-06, 2.43e-06, 1.23e-06, 5.17e-07, 6.96e-06, 1.46e-07, 8.55e-10, 7.82e-06, 5.40e-06, 1.62e-05, 1.00e-05, 4.42e-09, 6.52e-09, 1.24e-07, 1.89e-08, 0.00e+00, 9.28e-09, 9.92e-06, 3.38e-08]    [1.25e-06, 2.79e-06, 1.82e-06, 1.81e-06, 2.43e-06, 1.23e-06, 5.17e-07, 6.96e-06, 1.46e-07, 8.55e-10, 7.82e-06, 5.40e-06, 1.62e-05, 1.00e-05, 4.42e-09, 6.52e-09, 1.24e-07, 1.89e-08, 0.00e+00, 9.28e-09, 9.92e-06, 3.38e-08]    []  
49600     [3.88e-06, 3.40e-06, 2.05e-06, 1.91e-06, 2.83e-06, 2.09e-06, 6.44e-07, 2.71e-05, 6.49e-06, 2.20e-06, 4.04e-05, 1.70e-04, 1.04e-04, 8.34e-04, 0.00e+00, 0.00e+00, 1.54e-13, 0.00e+00, 0.00e+00, 0.00e+00, 2.17e-05, 4.41e-06]    [3.88e-06, 3.40e-06, 2.05e-06, 1.91e-06, 2.83e-06, 2.09e-06, 6.44e-07, 2.71e-05, 6.49e-06, 2.20e-06, 4.04e-05, 1.70e-04, 1.04e-04, 8.34e-04, 0.00e+00, 0.00e+00, 1.54e-13, 0.00e+00, 0.00e+00, 0.00e+00, 2.17e-05, 4.41e-06]    []  
49700     [1.35e-06, 2.71e-06, 1.83e-06, 1.77e-06, 2.40e-06, 1.11e-06, 4.71e-07, 3.39e-07, 1.07e-06, 8.83e-09, 2.64e-06, 2.06e-06, 2.95e-06, 9.06e-08, 3.66e-08, 3.45e-08, 3.14e-07, 1.44e-07, 1.86e-08, 0.00e+00, 2.68e-07, 6.77e-07]    [1.35e-06, 2.71e-06, 1.83e-06, 1.77e-06, 2.40e-06, 1.11e-06, 4.71e-07, 3.39e-07, 1.07e-06, 8.83e-09, 2.64e-06, 2.06e-06, 2.95e-06, 9.06e-08, 3.66e-08, 3.45e-08, 3.14e-07, 1.44e-07, 1.86e-08, 0.00e+00, 2.68e-07, 6.77e-07]    []  
49800     [2.11e-06, 2.93e-06, 1.93e-06, 1.82e-06, 2.68e-06, 1.28e-06, 4.33e-07, 6.95e-06, 4.70e-07, 1.53e-08, 5.26e-05, 4.95e-05, 1.58e-04, 1.98e-04, 0.00e+00, 0.00e+00, 2.20e-09, 0.00e+00, 0.00e+00, 0.00e+00, 6.77e-06, 2.92e-07]    [2.11e-06, 2.93e-06, 1.93e-06, 1.82e-06, 2.68e-06, 1.28e-06, 4.33e-07, 6.95e-06, 4.70e-07, 1.53e-08, 5.26e-05, 4.95e-05, 1.58e-04, 1.98e-04, 0.00e+00, 0.00e+00, 2.20e-09, 0.00e+00, 0.00e+00, 0.00e+00, 6.77e-06, 2.92e-07]    []  
49900     [2.73e-06, 3.95e-06, 3.28e-06, 2.25e-06, 3.44e-06, 1.79e-06, 5.78e-07, 1.26e-05, 6.49e-07, 3.16e-07, 8.06e-06, 1.09e-04, 4.32e-05, 1.57e-04, 4.90e-07, 1.31e-07, 0.00e+00, 3.05e-07, 0.00e+00, 3.70e-07, 1.88e-05, 2.21e-06]    [2.73e-06, 3.95e-06, 3.28e-06, 2.25e-06, 3.44e-06, 1.79e-06, 5.78e-07, 1.26e-05, 6.49e-07, 3.16e-07, 8.06e-06, 1.09e-04, 4.32e-05, 1.57e-04, 4.90e-07, 1.31e-07, 0.00e+00, 3.05e-07, 0.00e+00, 3.70e-07, 1.88e-05, 2.21e-06]    []  
50000     [1.55e-06, 2.79e-06, 1.88e-06, 1.76e-06, 2.52e-06, 9.70e-07, 4.81e-07, 7.44e-06, 9.23e-07, 8.37e-08, 2.06e-05, 1.04e-05, 2.96e-05, 4.36e-06, 1.57e-08, 4.83e-09, 1.71e-08, 3.37e-08, 9.23e-08, 0.00e+00, 1.95e-07, 3.93e-05]    [1.55e-06, 2.79e-06, 1.88e-06, 1.76e-06, 2.52e-06, 9.70e-07, 4.81e-07, 7.44e-06, 9.23e-07, 8.37e-08, 2.06e-05, 1.04e-05, 2.96e-05, 4.36e-06, 1.57e-08, 4.83e-09, 1.71e-08, 3.37e-08, 9.23e-08, 0.00e+00, 1.95e-07, 3.93e-05]    []  

Best model at step 38703:
  train loss: 1.31e-05
  test loss: 1.31e-05
  test metric: []

'train' took 40.251152 s

Best train step: 38703
lambda_a: 7.1541815956003
lambda_b: 5.607314911186905
kappa_a: 1.7498440713852037
kappa_b: 1.3423586979530133
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
50000     [1.55e-06, 2.79e-06, 1.88e-06, 1.76e-06, 2.52e-06, 9.70e-07, 4.81e-07, 7.44e-06, 9.23e-07, 8.37e-08, 2.06e-05, 1.04e-05, 2.96e-05, 4.36e-06, 1.57e-08, 4.83e-09, 1.71e-08, 3.37e-08, 9.23e-08, 0.00e+00, 1.95e-07, 3.93e-05]    [1.55e-06, 2.79e-06, 1.88e-06, 1.76e-06, 2.52e-06, 9.70e-07, 4.81e-07, 7.44e-06, 9.23e-07, 8.37e-08, 2.06e-05, 1.04e-05, 2.96e-05, 4.36e-06, 1.57e-08, 4.83e-09, 1.71e-08, 3.37e-08, 9.23e-08, 0.00e+00, 1.95e-07, 3.93e-05]    []  
50100     [1.34e-06, 2.65e-06, 1.89e-06, 1.70e-06, 2.44e-06, 1.03e-06, 3.94e-07, 1.30e-07, 1.42e-08, 1.60e-07, 3.37e-05, 1.75e-05, 5.81e-05, 1.61e-05, 6.03e-10, 6.58e-09, 1.44e-10, 7.61e-10, 6.43e-10, 7.50e-10, 2.65e-07, 5.72e-08]    [1.34e-06, 2.65e-06, 1.89e-06, 1.70e-06, 2.44e-06, 1.03e-06, 3.94e-07, 1.30e-07, 1.42e-08, 1.60e-07, 3.37e-05, 1.75e-05, 5.81e-05, 1.61e-05, 6.03e-10, 6.58e-09, 1.44e-10, 7.61e-10, 6.43e-10, 7.50e-10, 2.65e-07, 5.72e-08]    []  
50200     [1.63e-06, 2.62e-06, 1.83e-06, 1.66e-06, 2.42e-06, 1.04e-06, 3.99e-07, 4.97e-08, 8.62e-08, 2.77e-07, 9.77e-06, 9.95e-06, 4.20e-06, 2.30e-05, 3.08e-07, 2.52e-07, 2.01e-07, 1.16e-07, 0.00e+00, 4.87e-10, 4.11e-07, 4.51e-08]    [1.63e-06, 2.62e-06, 1.83e-06, 1.66e-06, 2.42e-06, 1.04e-06, 3.99e-07, 4.97e-08, 8.62e-08, 2.77e-07, 9.77e-06, 9.95e-06, 4.20e-06, 2.30e-05, 3.08e-07, 2.52e-07, 2.01e-07, 1.16e-07, 0.00e+00, 4.87e-10, 4.11e-07, 4.51e-08]    []  
50300     [1.15e-06, 2.62e-06, 1.81e-06, 1.68e-06, 2.24e-06, 1.08e-06, 3.52e-07, 7.31e-08, 5.83e-07, 7.50e-08, 3.92e-06, 2.74e-06, 2.43e-06, 8.30e-06, 1.15e-08, 6.83e-08, 7.63e-08, 9.36e-09, 1.10e-08, 5.06e-09, 6.81e-08, 2.00e-07]    [1.15e-06, 2.62e-06, 1.81e-06, 1.68e-06, 2.24e-06, 1.08e-06, 3.52e-07, 7.31e-08, 5.83e-07, 7.50e-08, 3.92e-06, 2.74e-06, 2.43e-06, 8.30e-06, 1.15e-08, 6.83e-08, 7.63e-08, 9.36e-09, 1.10e-08, 5.06e-09, 6.81e-08, 2.00e-07]    []  
50400     [1.40e-06, 2.62e-06, 1.85e-06, 1.80e-06, 2.31e-06, 1.07e-06, 3.22e-07, 4.64e-07, 2.29e-07, 8.85e-08, 3.91e-05, 2.45e-05, 8.45e-05, 4.96e-05, 8.35e-11, 0.00e+00, 0.00e+00, 0.00e+00, 3.97e-09, 3.65e-12, 1.32e-06, 2.02e-07]    [1.40e-06, 2.62e-06, 1.85e-06, 1.80e-06, 2.31e-06, 1.07e-06, 3.22e-07, 4.64e-07, 2.29e-07, 8.85e-08, 3.91e-05, 2.45e-05, 8.45e-05, 4.96e-05, 8.35e-11, 0.00e+00, 0.00e+00, 0.00e+00, 3.97e-09, 3.65e-12, 1.32e-06, 2.02e-07]    []  
50500     [5.49e-06, 3.69e-06, 2.23e-06, 2.63e-06, 3.29e-06, 1.54e-06, 3.53e-07, 8.47e-06, 2.74e-06, 4.37e-06, 6.82e-05, 9.54e-05, 1.88e-05, 6.59e-06, 2.92e-09, 2.72e-08, 3.05e-10, 1.27e-06, 0.00e+00, 2.87e-07, 1.46e-05, 1.91e-06]    [5.49e-06, 3.69e-06, 2.23e-06, 2.63e-06, 3.29e-06, 1.54e-06, 3.53e-07, 8.47e-06, 2.74e-06, 4.37e-06, 6.82e-05, 9.54e-05, 1.88e-05, 6.59e-06, 2.92e-09, 2.72e-08, 3.05e-10, 1.27e-06, 0.00e+00, 2.87e-07, 1.46e-05, 1.91e-06]    []  
50600     [1.32e-06, 2.58e-06, 1.74e-06, 1.72e-06, 2.14e-06, 9.36e-07, 3.11e-07, 4.23e-06, 1.04e-07, 3.78e-08, 2.11e-06, 1.84e-06, 1.54e-06, 1.22e-06, 3.81e-08, 3.62e-08, 7.53e-08, 7.99e-08, 0.00e+00, 2.11e-08, 3.16e-06, 8.65e-08]    [1.32e-06, 2.58e-06, 1.74e-06, 1.72e-06, 2.14e-06, 9.36e-07, 3.11e-07, 4.23e-06, 1.04e-07, 3.78e-08, 2.11e-06, 1.84e-06, 1.54e-06, 1.22e-06, 3.81e-08, 3.62e-08, 7.53e-08, 7.99e-08, 0.00e+00, 2.11e-08, 3.16e-06, 8.65e-08]    []  
50700     [1.25e-06, 2.51e-06, 1.72e-06, 1.60e-06, 2.16e-06, 9.41e-07, 3.01e-07, 1.65e-09, 5.52e-08, 2.93e-08, 7.69e-06, 4.76e-06, 1.32e-05, 5.97e-06, 7.41e-08, 9.57e-08, 2.24e-07, 2.18e-07, 2.47e-08, 4.63e-10, 1.27e-07, 1.48e-07]    [1.25e-06, 2.51e-06, 1.72e-06, 1.60e-06, 2.16e-06, 9.41e-07, 3.01e-07, 1.65e-09, 5.52e-08, 2.93e-08, 7.69e-06, 4.76e-06, 1.32e-05, 5.97e-06, 7.41e-08, 9.57e-08, 2.24e-07, 2.18e-07, 2.47e-08, 4.63e-10, 1.27e-07, 1.48e-07]    []  
50800     [1.01e-05, 3.46e-06, 2.48e-06, 2.44e-06, 3.58e-06, 2.34e-06, 9.24e-07, 2.53e-08, 4.87e-06, 1.19e-05, 8.23e-05, 3.92e-04, 3.37e-05, 8.24e-04, 3.12e-05, 3.36e-05, 2.35e-07, 1.29e-06, 1.38e-10, 1.31e-07, 1.59e-06, 1.14e-06]    [1.01e-05, 3.46e-06, 2.48e-06, 2.44e-06, 3.58e-06, 2.34e-06, 9.24e-07, 2.53e-08, 4.87e-06, 1.19e-05, 8.23e-05, 3.92e-04, 3.37e-05, 8.24e-04, 3.12e-05, 3.36e-05, 2.35e-07, 1.29e-06, 1.38e-10, 1.31e-07, 1.59e-06, 1.14e-06]    []  
50900     [6.29e-06, 3.21e-06, 2.00e-06, 3.43e-06, 1.91e-06, 2.70e-06, 9.60e-07, 1.09e-06, 1.58e-05, 2.64e-06, 6.58e-05, 2.09e-04, 1.83e-04, 9.99e-05, 1.56e-06, 3.72e-06, 2.33e-06, 1.28e-06, 6.32e-06, 1.60e-07, 3.27e-05, 1.26e-06]    [6.29e-06, 3.21e-06, 2.00e-06, 3.43e-06, 1.91e-06, 2.70e-06, 9.60e-07, 1.09e-06, 1.58e-05, 2.64e-06, 6.58e-05, 2.09e-04, 1.83e-04, 9.99e-05, 1.56e-06, 3.72e-06, 2.33e-06, 1.28e-06, 6.32e-06, 1.60e-07, 3.27e-05, 1.26e-06]    []  
51000     [1.38e-06, 2.39e-06, 1.94e-06, 2.20e-06, 1.69e-06, 9.83e-07, 5.93e-07, 4.51e-08, 8.80e-08, 3.66e-08, 4.42e-06, 4.00e-06, 2.42e-06, 6.58e-07, 1.07e-07, 1.96e-07, 1.07e-07, 1.70e-07, 2.06e-09, 1.37e-08, 7.00e-08, 8.72e-08]    [1.38e-06, 2.39e-06, 1.94e-06, 2.20e-06, 1.69e-06, 9.83e-07, 5.93e-07, 4.51e-08, 8.80e-08, 3.66e-08, 4.42e-06, 4.00e-06, 2.42e-06, 6.58e-07, 1.07e-07, 1.96e-07, 1.07e-07, 1.70e-07, 2.06e-09, 1.37e-08, 7.00e-08, 8.72e-08]    []  
51100     [1.18e-06, 2.27e-06, 1.94e-06, 2.14e-06, 1.61e-06, 9.91e-07, 5.53e-07, 2.01e-08, 1.17e-07, 4.63e-09, 2.90e-06, 2.23e-06, 1.92e-06, 5.43e-07, 1.01e-07, 1.35e-07, 1.49e-07, 1.10e-07, 1.32e-08, 1.67e-08, 4.27e-08, 9.02e-08]    [1.18e-06, 2.27e-06, 1.94e-06, 2.14e-06, 1.61e-06, 9.91e-07, 5.53e-07, 2.01e-08, 1.17e-07, 4.63e-09, 2.90e-06, 2.23e-06, 1.92e-06, 5.43e-07, 1.01e-07, 1.35e-07, 1.49e-07, 1.10e-07, 1.32e-08, 1.67e-08, 4.27e-08, 9.02e-08]    []  
51200     [1.05e-06, 2.17e-06, 1.91e-06, 1.98e-06, 1.67e-06, 1.04e-06, 5.37e-07, 1.82e-08, 5.72e-08, 1.39e-10, 1.68e-06, 1.51e-06, 1.16e-06, 1.13e-07, 8.13e-08, 3.42e-08, 3.26e-08, 8.66e-08, 4.59e-09, 2.21e-08, 5.23e-08, 9.75e-08]    [1.05e-06, 2.17e-06, 1.91e-06, 1.98e-06, 1.67e-06, 1.04e-06, 5.37e-07, 1.82e-08, 5.72e-08, 1.39e-10, 1.68e-06, 1.51e-06, 1.16e-06, 1.13e-07, 8.13e-08, 3.42e-08, 3.26e-08, 8.66e-08, 4.59e-09, 2.21e-08, 5.23e-08, 9.75e-08]    []  
51300     [1.01e-06, 2.11e-06, 1.84e-06, 1.81e-06, 1.71e-06, 1.07e-06, 5.22e-07, 2.56e-09, 1.90e-09, 2.24e-09, 1.33e-06, 1.24e-06, 1.10e-06, 8.87e-08, 6.80e-08, 2.15e-08, 2.05e-08, 2.02e-08, 9.13e-10, 7.56e-09, 7.66e-08, 4.56e-08]    [1.01e-06, 2.11e-06, 1.84e-06, 1.81e-06, 1.71e-06, 1.07e-06, 5.22e-07, 2.56e-09, 1.90e-09, 2.24e-09, 1.33e-06, 1.24e-06, 1.10e-06, 8.87e-08, 6.80e-08, 2.15e-08, 2.05e-08, 2.02e-08, 9.13e-10, 7.56e-09, 7.66e-08, 4.56e-08]    []  
51400     [1.17e-06, 2.12e-06, 1.86e-06, 1.71e-06, 1.87e-06, 9.34e-07, 5.15e-07, 1.72e-09, 4.44e-10, 2.66e-09, 3.00e-06, 6.13e-06, 1.32e-05, 3.85e-05, 4.06e-07, 5.20e-07, 4.48e-07, 3.24e-07, 1.17e-08, 2.13e-09, 6.26e-08, 5.67e-08]    [1.17e-06, 2.12e-06, 1.86e-06, 1.71e-06, 1.87e-06, 9.34e-07, 5.15e-07, 1.72e-09, 4.44e-10, 2.66e-09, 3.00e-06, 6.13e-06, 1.32e-05, 3.85e-05, 4.06e-07, 5.20e-07, 4.48e-07, 3.24e-07, 1.17e-08, 2.13e-09, 6.26e-08, 5.67e-08]    []  
51500     [8.79e-07, 2.30e-06, 1.77e-06, 1.50e-06, 2.03e-06, 9.66e-07, 3.73e-07, 1.80e-07, 1.76e-07, 6.35e-08, 4.21e-06, 1.20e-05, 2.10e-05, 7.86e-05, 7.25e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.00e-09, 0.00e+00, 1.13e-07, 3.46e-07]    [8.79e-07, 2.30e-06, 1.77e-06, 1.50e-06, 2.03e-06, 9.66e-07, 3.73e-07, 1.80e-07, 1.76e-07, 6.35e-08, 4.21e-06, 1.20e-05, 2.10e-05, 7.86e-05, 7.25e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.00e-09, 0.00e+00, 1.13e-07, 3.46e-07]    []  
51600     [1.04e-06, 2.43e-06, 1.82e-06, 1.59e-06, 2.16e-06, 8.78e-07, 3.14e-07, 3.84e-07, 5.69e-07, 2.42e-08, 2.88e-06, 2.28e-05, 1.12e-05, 8.10e-05, 3.46e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.25e-07, 1.17e-07, 8.31e-07, 7.76e-07]    [1.04e-06, 2.43e-06, 1.82e-06, 1.59e-06, 2.16e-06, 8.78e-07, 3.14e-07, 3.84e-07, 5.69e-07, 2.42e-08, 2.88e-06, 2.28e-05, 1.12e-05, 8.10e-05, 3.46e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.25e-07, 1.17e-07, 8.31e-07, 7.76e-07]    []  
51700     [9.77e-07, 2.23e-06, 1.73e-06, 1.38e-06, 2.18e-06, 8.71e-07, 2.97e-07, 4.15e-08, 5.78e-07, 2.50e-08, 3.66e-06, 8.63e-06, 2.17e-05, 4.51e-05, 1.33e-09, 3.81e-10, 0.00e+00, 0.00e+00, 1.48e-09, 0.00e+00, 4.44e-08, 8.66e-07]    [9.77e-07, 2.23e-06, 1.73e-06, 1.38e-06, 2.18e-06, 8.71e-07, 2.97e-07, 4.15e-08, 5.78e-07, 2.50e-08, 3.66e-06, 8.63e-06, 2.17e-05, 4.51e-05, 1.33e-09, 3.81e-10, 0.00e+00, 0.00e+00, 1.48e-09, 0.00e+00, 4.44e-08, 8.66e-07]    []  
51800     [2.20e-06, 2.11e-06, 1.76e-06, 1.38e-06, 2.24e-06, 9.08e-07, 3.51e-07, 2.02e-07, 1.05e-06, 7.34e-08, 1.83e-05, 2.68e-05, 8.43e-05, 2.07e-04, 1.95e-06, 1.29e-06, 1.24e-06, 1.51e-06, 9.72e-08, 1.54e-07, 6.07e-07, 1.03e-06]    [2.20e-06, 2.11e-06, 1.76e-06, 1.38e-06, 2.24e-06, 9.08e-07, 3.51e-07, 2.02e-07, 1.05e-06, 7.34e-08, 1.83e-05, 2.68e-05, 8.43e-05, 2.07e-04, 1.95e-06, 1.29e-06, 1.24e-06, 1.51e-06, 9.72e-08, 1.54e-07, 6.07e-07, 1.03e-06]    []  
51900     [2.55e-06, 2.18e-06, 1.74e-06, 1.41e-06, 2.36e-06, 9.90e-07, 3.46e-07, 2.31e-07, 1.15e-05, 1.81e-10, 1.67e-05, 3.16e-05, 6.29e-05, 1.56e-04, 2.15e-06, 1.79e-06, 7.80e-07, 8.13e-07, 7.96e-08, 1.54e-06, 5.07e-07, 9.53e-06]    [2.55e-06, 2.18e-06, 1.74e-06, 1.41e-06, 2.36e-06, 9.90e-07, 3.46e-07, 2.31e-07, 1.15e-05, 1.81e-10, 1.67e-05, 3.16e-05, 6.29e-05, 1.56e-04, 2.15e-06, 1.79e-06, 7.80e-07, 8.13e-07, 7.96e-08, 1.54e-06, 5.07e-07, 9.53e-06]    []  
52000     [9.34e-07, 2.29e-06, 1.77e-06, 1.47e-06, 2.17e-06, 8.12e-07, 2.66e-07, 5.06e-06, 4.82e-08, 9.89e-08, 1.60e-05, 1.04e-05, 3.90e-05, 1.91e-05, 8.90e-08, 1.53e-07, 7.61e-07, 3.53e-07, 1.16e-06, 2.02e-08, 7.44e-06, 1.15e-07]    [9.34e-07, 2.29e-06, 1.77e-06, 1.47e-06, 2.17e-06, 8.12e-07, 2.66e-07, 5.06e-06, 4.82e-08, 9.89e-08, 1.60e-05, 1.04e-05, 3.90e-05, 1.91e-05, 8.90e-08, 1.53e-07, 7.61e-07, 3.53e-07, 1.16e-06, 2.02e-08, 7.44e-06, 1.15e-07]    []  

Best model at step 51442:
  train loss: 1.30e-05
  test loss: 1.30e-05
  test metric: []

'train' took 40.900204 s

Best train step: 51442
lambda_a: 7.34289491603738
lambda_b: 5.4911391464664385
kappa_a: 1.81097708769661
kappa_b: 1.3282229327072825
Best train step: 51442
lambda_a: 1.9937331676
lambda_b: 1.7031357288
kappa_a: 0.59386652708
kappa_b: 0.28384190798
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

TOTAL_ITER = 100_000
try:
    while True:
        # for n in range(TOTAL_ITER//plot_every):
        model.train_model(iterations=plot_every, print_every=hyper_print_every, use_LBFGSB=False)
        params_nn, best_step = model.get_best_params(out_func=np.exp) # parameters need to be extracted with the exponential functino as they have been modelled in logspace
        if best_step > prev_best_step:
            prev_best_step = best_step
            break
        elif iters >= TOTAL_ITER:
            break
except KeyboardInterrupt:
    print("Training ended prematurely")

params_nn, best_step = model.get_best_params() # parameters need to be extracted with the exponential functino as they have been modelled in logspace
print(static_parameters, sep="\n")
t_nn_param, wsol_nn_param, wsol_sird_nn_param = solver(*params_nn)
# params_nn= tuple(np.exp([*params_nn]))
# print(*params_nn)
model.set_synthetic_data(t_synth, solution_synth_full) 
model.set_nn_synthetic_data(t_nn_param, wsol_nn_param, wsol_sird_nn_param)
plot = Plot(model, values_to_plot=sird_model.initial_conditions_keys) # class that contains plotting functions
plot.show_known_and_prediction()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
52000     [9.34e-07, 2.29e-06, 1.77e-06, 1.47e-06, 2.17e-06, 8.12e-07, 2.66e-07, 5.06e-06, 4.82e-08, 9.89e-08, 1.60e-05, 1.04e-05, 3.90e-05, 1.91e-05, 8.90e-08, 1.53e-07, 7.61e-07, 3.53e-07, 1.16e-06, 2.02e-08, 7.44e-06, 1.15e-07]    [9.34e-07, 2.29e-06, 1.77e-06, 1.47e-06, 2.17e-06, 8.12e-07, 2.66e-07, 5.06e-06, 4.82e-08, 9.89e-08, 1.60e-05, 1.04e-05, 3.90e-05, 1.91e-05, 8.90e-08, 1.53e-07, 7.61e-07, 3.53e-07, 1.16e-06, 2.02e-08, 7.44e-06, 1.15e-07]    []  
52100     [7.63e-06, 2.87e-06, 1.99e-06, 2.32e-06, 2.65e-06, 1.82e-06, 6.02e-07, 2.45e-05, 6.97e-05, 8.35e-07, 3.19e-05, 1.81e-04, 1.22e-04, 7.90e-04, 1.90e-05, 1.42e-05, 1.95e-06, 4.59e-06, 0.00e+00, 7.98e-06, 1.90e-05, 4.37e-05]    [7.63e-06, 2.87e-06, 1.99e-06, 2.32e-06, 2.65e-06, 1.82e-06, 6.02e-07, 2.45e-05, 6.97e-05, 8.35e-07, 3.19e-05, 1.81e-04, 1.22e-04, 7.90e-04, 1.90e-05, 1.42e-05, 1.95e-06, 4.59e-06, 0.00e+00, 7.98e-06, 1.90e-05, 4.37e-05]    []  
52200     [1.70e-06, 2.66e-06, 1.94e-06, 1.77e-06, 2.22e-06, 1.06e-06, 2.50e-07, 9.52e-07, 3.90e-08, 4.32e-08, 7.47e-05, 6.02e-05, 2.57e-04, 2.97e-04, 3.71e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.15e-09, 3.83e-06, 3.63e-08]    [1.70e-06, 2.66e-06, 1.94e-06, 1.77e-06, 2.22e-06, 1.06e-06, 2.50e-07, 9.52e-07, 3.90e-08, 4.32e-08, 7.47e-05, 6.02e-05, 2.57e-04, 2.97e-04, 3.71e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.15e-09, 3.83e-06, 3.63e-08]    []  
52300     [1.50e-06, 2.45e-06, 1.79e-06, 1.61e-06, 2.08e-06, 1.01e-06, 2.46e-07, 2.06e-06, 3.10e-06, 7.52e-10, 7.94e-06, 2.50e-05, 2.54e-05, 6.57e-05, 5.45e-10, 0.00e+00, 4.32e-11, 2.82e-09, 6.24e-10, 4.44e-09, 4.13e-07, 2.61e-07]    [1.50e-06, 2.45e-06, 1.79e-06, 1.61e-06, 2.08e-06, 1.01e-06, 2.46e-07, 2.06e-06, 3.10e-06, 7.52e-10, 7.94e-06, 2.50e-05, 2.54e-05, 6.57e-05, 5.45e-10, 0.00e+00, 4.32e-11, 2.82e-09, 6.24e-10, 4.44e-09, 4.13e-07, 2.61e-07]    []  
52400     [8.77e-07, 2.19e-06, 1.72e-06, 1.48e-06, 1.98e-06, 9.10e-07, 2.50e-07, 8.02e-08, 6.41e-08, 6.25e-09, 5.67e-06, 5.31e-06, 1.78e-05, 2.12e-05, 0.00e+00, 0.00e+00, 1.10e-10, 0.00e+00, 9.10e-10, 1.76e-10, 1.58e-07, 3.62e-08]    [8.77e-07, 2.19e-06, 1.72e-06, 1.48e-06, 1.98e-06, 9.10e-07, 2.50e-07, 8.02e-08, 6.41e-08, 6.25e-09, 5.67e-06, 5.31e-06, 1.78e-05, 2.12e-05, 0.00e+00, 0.00e+00, 1.10e-10, 0.00e+00, 9.10e-10, 1.76e-10, 1.58e-07, 3.62e-08]    []  
52500     [3.24e-06, 3.31e-06, 2.05e-06, 2.23e-06, 2.18e-06, 1.51e-06, 2.30e-07, 1.45e-05, 2.31e-06, 3.66e-07, 9.78e-05, 1.20e-04, 3.93e-04, 6.86e-04, 3.40e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.45e-05, 2.85e-06]    [3.24e-06, 3.31e-06, 2.05e-06, 2.23e-06, 2.18e-06, 1.51e-06, 2.30e-07, 1.45e-05, 2.31e-06, 3.66e-07, 9.78e-05, 1.20e-04, 3.93e-04, 6.86e-04, 3.40e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.45e-05, 2.85e-06]    []  
52600     [1.81e-06, 2.23e-06, 1.82e-06, 1.60e-06, 2.52e-06, 1.05e-06, 3.46e-07, 1.96e-05, 2.44e-06, 3.31e-07, 2.67e-05, 5.03e-05, 3.16e-05, 1.65e-05, 6.26e-07, 3.46e-06, 9.91e-09, 1.54e-08, 1.67e-06, 3.60e-08, 1.09e-05, 2.30e-07]    [1.81e-06, 2.23e-06, 1.82e-06, 1.60e-06, 2.52e-06, 1.05e-06, 3.46e-07, 1.96e-05, 2.44e-06, 3.31e-07, 2.67e-05, 5.03e-05, 3.16e-05, 1.65e-05, 6.26e-07, 3.46e-06, 9.91e-09, 1.54e-08, 1.67e-06, 3.60e-08, 1.09e-05, 2.30e-07]    []  
52700     [1.84e-06, 2.31e-06, 1.55e-06, 1.78e-06, 2.16e-06, 1.06e-06, 7.87e-07, 1.11e-05, 3.40e-04, 1.27e-06, 2.50e-05, 1.24e-05, 2.71e-05, 9.41e-06, 4.09e-10, 1.04e-07, 2.75e-06, 1.47e-07, 1.93e-08, 6.93e-06, 2.30e-06, 2.08e-05]    [1.84e-06, 2.31e-06, 1.55e-06, 1.78e-06, 2.16e-06, 1.06e-06, 7.87e-07, 1.11e-05, 3.40e-04, 1.27e-06, 2.50e-05, 1.24e-05, 2.71e-05, 9.41e-06, 4.09e-10, 1.04e-07, 2.75e-06, 1.47e-07, 1.93e-08, 6.93e-06, 2.30e-06, 2.08e-05]    []  
52800     [8.07e-07, 2.17e-06, 1.64e-06, 1.43e-06, 1.97e-06, 8.87e-07, 2.40e-07, 7.15e-06, 1.76e-08, 1.62e-07, 1.97e-06, 2.06e-06, 1.94e-06, 1.35e-06, 3.46e-09, 2.22e-08, 3.65e-08, 3.39e-08, 8.20e-07, 6.25e-10, 5.59e-06, 2.26e-08]    [8.07e-07, 2.17e-06, 1.64e-06, 1.43e-06, 1.97e-06, 8.87e-07, 2.40e-07, 7.15e-06, 1.76e-08, 1.62e-07, 1.97e-06, 2.06e-06, 1.94e-06, 1.35e-06, 3.46e-09, 2.22e-08, 3.65e-08, 3.39e-08, 8.20e-07, 6.25e-10, 5.59e-06, 2.26e-08]    []  
52900     [1.84e-06, 2.05e-06, 1.72e-06, 1.46e-06, 2.08e-06, 1.08e-06, 2.98e-07, 1.15e-06, 2.50e-08, 1.21e-06, 1.51e-05, 3.44e-05, 1.08e-05, 5.37e-05, 1.27e-06, 2.11e-06, 1.26e-07, 4.12e-10, 0.00e+00, 0.00e+00, 4.27e-07, 1.78e-08]    [1.84e-06, 2.05e-06, 1.72e-06, 1.46e-06, 2.08e-06, 1.08e-06, 2.98e-07, 1.15e-06, 2.50e-08, 1.21e-06, 1.51e-05, 3.44e-05, 1.08e-05, 5.37e-05, 1.27e-06, 2.11e-06, 1.26e-07, 4.12e-10, 0.00e+00, 0.00e+00, 4.27e-07, 1.78e-08]    []  
53000     [5.22e-06, 2.21e-06, 1.82e-06, 1.65e-06, 2.31e-06, 1.22e-06, 3.28e-07, 6.90e-07, 9.53e-08, 4.99e-08, 5.05e-05, 7.37e-05, 1.85e-04, 3.33e-04, 3.33e-06, 5.13e-06, 5.32e-06, 1.90e-06, 1.69e-06, 3.32e-10, 9.47e-06, 4.04e-08]    [5.22e-06, 2.21e-06, 1.82e-06, 1.65e-06, 2.31e-06, 1.22e-06, 3.28e-07, 6.90e-07, 9.53e-08, 4.99e-08, 5.05e-05, 7.37e-05, 1.85e-04, 3.33e-04, 3.33e-06, 5.13e-06, 5.32e-06, 1.90e-06, 1.69e-06, 3.32e-10, 9.47e-06, 4.04e-08]    []  
53100     [8.79e-07, 2.09e-06, 1.74e-06, 1.60e-06, 1.85e-06, 9.75e-07, 2.02e-07, 4.01e-07, 7.93e-10, 4.95e-08, 3.09e-06, 2.94e-06, 4.39e-06, 1.41e-06, 9.36e-08, 3.45e-08, 7.90e-08, 7.99e-08, 1.21e-07, 1.59e-09, 7.90e-07, 6.51e-09]    [8.79e-07, 2.09e-06, 1.74e-06, 1.60e-06, 1.85e-06, 9.75e-07, 2.02e-07, 4.01e-07, 7.93e-10, 4.95e-08, 3.09e-06, 2.94e-06, 4.39e-06, 1.41e-06, 9.36e-08, 3.45e-08, 7.90e-08, 7.99e-08, 1.21e-07, 1.59e-09, 7.90e-07, 6.51e-09]    []  
53200     [9.15e-07, 2.35e-06, 1.53e-06, 1.69e-06, 1.87e-06, 1.34e-06, 1.86e-07, 1.51e-05, 7.80e-06, 5.63e-07, 2.83e-05, 4.01e-05, 1.23e-05, 5.87e-05, 6.13e-08, 0.00e+00, 1.37e-09, 2.93e-08, 2.23e-06, 0.00e+00, 1.48e-05, 8.07e-06]    [9.15e-07, 2.35e-06, 1.53e-06, 1.69e-06, 1.87e-06, 1.34e-06, 1.86e-07, 1.51e-05, 7.80e-06, 5.63e-07, 2.83e-05, 4.01e-05, 1.23e-05, 5.87e-05, 6.13e-08, 0.00e+00, 1.37e-09, 2.93e-08, 2.23e-06, 0.00e+00, 1.48e-05, 8.07e-06]    []  
53300     [2.70e-06, 2.76e-06, 1.70e-06, 1.80e-06, 2.15e-06, 1.56e-06, 2.25e-07, 9.73e-07, 8.96e-07, 7.32e-07, 8.48e-06, 9.83e-05, 6.77e-06, 1.97e-04, 1.46e-08, 0.00e+00, 0.00e+00, 1.52e-07, 7.33e-08, 0.00e+00, 4.02e-07, 7.30e-07]    [2.70e-06, 2.76e-06, 1.70e-06, 1.80e-06, 2.15e-06, 1.56e-06, 2.25e-07, 9.73e-07, 8.96e-07, 7.32e-07, 8.48e-06, 9.83e-05, 6.77e-06, 1.97e-04, 1.46e-08, 0.00e+00, 0.00e+00, 1.52e-07, 7.33e-08, 0.00e+00, 4.02e-07, 7.30e-07]    []  
53400     [3.60e-06, 2.05e-06, 1.72e-06, 1.47e-06, 2.13e-06, 1.22e-06, 3.94e-07, 1.19e-06, 1.26e-05, 3.33e-07, 4.91e-05, 7.39e-05, 2.18e-04, 5.46e-04, 4.55e-06, 5.74e-06, 2.85e-06, 3.20e-06, 4.08e-07, 1.74e-06, 2.60e-06, 1.07e-05]    [3.60e-06, 2.05e-06, 1.72e-06, 1.47e-06, 2.13e-06, 1.22e-06, 3.94e-07, 1.19e-06, 1.26e-05, 3.33e-07, 4.91e-05, 7.39e-05, 2.18e-04, 5.46e-04, 4.55e-06, 5.74e-06, 2.85e-06, 3.20e-06, 4.08e-07, 1.74e-06, 2.60e-06, 1.07e-05]    []  
53500     [6.53e-07, 1.99e-06, 1.62e-06, 1.46e-06, 1.66e-06, 9.16e-07, 2.22e-07, 5.28e-07, 1.01e-09, 1.27e-08, 7.93e-07, 1.46e-06, 1.00e-06, 5.92e-07, 2.76e-10, 5.28e-08, 7.10e-08, 2.27e-09, 0.00e+00, 3.94e-10, 4.19e-07, 8.66e-09]    [6.53e-07, 1.99e-06, 1.62e-06, 1.46e-06, 1.66e-06, 9.16e-07, 2.22e-07, 5.28e-07, 1.01e-09, 1.27e-08, 7.93e-07, 1.46e-06, 1.00e-06, 5.92e-07, 2.76e-10, 5.28e-08, 7.10e-08, 2.27e-09, 0.00e+00, 3.94e-10, 4.19e-07, 8.66e-09]    []  
53600     [1.31e-04, 7.87e-05, 6.59e-05, 3.58e-05, 7.23e-05, 1.36e-06, 3.83e-06, 4.55e-05, 1.00e-04, 2.33e-05, 2.81e-02, 1.68e-03, 2.94e-02, 3.27e-04, 3.81e-06, 9.74e-05, 2.28e-06, 4.62e-08, 0.00e+00, 3.41e-06, 2.69e-04, 3.24e-05]    [1.31e-04, 7.87e-05, 6.59e-05, 3.58e-05, 7.23e-05, 1.36e-06, 3.83e-06, 4.55e-05, 1.00e-04, 2.33e-05, 2.81e-02, 1.68e-03, 2.94e-02, 3.27e-04, 3.81e-06, 9.74e-05, 2.28e-06, 4.62e-08, 0.00e+00, 3.41e-06, 2.69e-04, 3.24e-05]    []  
53700     [6.39e-05, 1.51e-04, 3.69e-05, 1.05e-04, 1.45e-04, 3.09e-07, 4.02e-07, 3.98e-05, 2.85e-07, 9.10e-04, 3.21e-02, 2.49e-03, 2.82e-02, 2.54e-03, 4.94e-04, 2.57e-04, 5.80e-07, 1.53e-04, 0.00e+00, 1.60e-06, 3.92e-05, 1.67e-06]    [6.39e-05, 1.51e-04, 3.69e-05, 1.05e-04, 1.45e-04, 3.09e-07, 4.02e-07, 3.98e-05, 2.85e-07, 9.10e-04, 3.21e-02, 2.49e-03, 2.82e-02, 2.54e-03, 4.94e-04, 2.57e-04, 5.80e-07, 1.53e-04, 0.00e+00, 1.60e-06, 3.92e-05, 1.67e-06]    []  
53800     [1.76e-05, 1.13e-05, 3.74e-06, 1.12e-05, 2.83e-05, 1.03e-07, 1.57e-08, 5.06e-07, 8.90e-09, 2.05e-06, 1.94e-04, 1.10e-03, 8.62e-04, 4.34e-06, 1.53e-05, 6.62e-08, 1.12e-06, 3.30e-06, 0.00e+00, 8.96e-08, 9.51e-07, 5.50e-08]    [1.76e-05, 1.13e-05, 3.74e-06, 1.12e-05, 2.83e-05, 1.03e-07, 1.57e-08, 5.06e-07, 8.90e-09, 2.05e-06, 1.94e-04, 1.10e-03, 8.62e-04, 4.34e-06, 1.53e-05, 6.62e-08, 1.12e-06, 3.30e-06, 0.00e+00, 8.96e-08, 9.51e-07, 5.50e-08]    []  
53900     [9.54e-06, 7.26e-06, 2.15e-06, 1.74e-05, 1.73e-05, 1.18e-07, 4.83e-07, 1.37e-08, 2.14e-10, 4.77e-07, 9.76e-05, 8.46e-04, 8.33e-04, 2.69e-05, 5.99e-07, 1.46e-08, 3.48e-10, 8.77e-07, 1.16e-08, 2.34e-08, 2.37e-07, 8.69e-08]    [9.54e-06, 7.26e-06, 2.15e-06, 1.74e-05, 1.73e-05, 1.18e-07, 4.83e-07, 1.37e-08, 2.14e-10, 4.77e-07, 9.76e-05, 8.46e-04, 8.33e-04, 2.69e-05, 5.99e-07, 1.46e-08, 3.48e-10, 8.77e-07, 1.16e-08, 2.34e-08, 2.37e-07, 8.69e-08]    []  
54000     [9.02e-06, 6.98e-06, 3.25e-06, 1.12e-05, 1.13e-05, 6.20e-08, 1.11e-06, 4.31e-08, 1.39e-09, 9.71e-09, 3.64e-05, 6.42e-04, 7.54e-04, 4.00e-06, 1.03e-06, 2.85e-07, 2.11e-08, 6.21e-07, 0.00e+00, 1.22e-08, 2.31e-07, 6.19e-08]    [9.02e-06, 6.98e-06, 3.25e-06, 1.12e-05, 1.13e-05, 6.20e-08, 1.11e-06, 4.31e-08, 1.39e-09, 9.71e-09, 3.64e-05, 6.42e-04, 7.54e-04, 4.00e-06, 1.03e-06, 2.85e-07, 2.11e-08, 6.21e-07, 0.00e+00, 1.22e-08, 2.31e-07, 6.19e-08]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 37.192224 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Best train step: 53499
lambda_a: 2.0629513264
lambda_b: 1.7247478962
kappa_a: 0.68618053198
kappa_b: 0.29309791327
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

TOTAL_ITER = 100_000
try:
    while True:
        # for n in range(TOTAL_ITER//plot_every):
        model.train_model(iterations=plot_every, print_every=hyper_print_every, use_LBFGSB=False)
        params_nn, best_step = model.get_best_params(out_func=np.exp) # parameters need to be extracted with the exponential functino as they have been modelled in logspace
        if best_step > prev_best_step:
            prev_best_step = best_step
            break
        elif iters >= TOTAL_ITER:
            break
except KeyboardInterrupt:
    print("Training ended prematurely")

params_nn, best_step = model.get_best_params() # parameters need to be extracted with the exponential functino as they have been modelled in logspace
print(static_parameters, sep="\n")
t_nn_param, wsol_nn_param, wsol_sird_nn_param = solver(*params_nn)
# params_nn= tuple(np.exp([*params_nn]))
# print(*params_nn)
model.set_synthetic_data(t_synth, solution_synth_full) 
model.set_nn_synthetic_data(t_nn_param, wsol_nn_param, wsol_sird_nn_param)
plot = Plot(model, values_to_plot=sird_model.initial_conditions_keys) # class that contains plotting functions
plot.show_known_and_prediction()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
54000     [9.02e-06, 6.98e-06, 3.25e-06, 1.12e-05, 1.13e-05, 6.20e-08, 1.11e-06, 4.31e-08, 1.39e-09, 9.71e-09, 3.64e-05, 6.42e-04, 7.54e-04, 4.00e-06, 1.03e-06, 2.85e-07, 2.11e-08, 6.21e-07, 0.00e+00, 1.22e-08, 2.31e-07, 6.19e-08]    [9.02e-06, 6.98e-06, 3.25e-06, 1.12e-05, 1.13e-05, 6.20e-08, 1.11e-06, 4.31e-08, 1.39e-09, 9.71e-09, 3.64e-05, 6.42e-04, 7.54e-04, 4.00e-06, 1.03e-06, 2.85e-07, 2.11e-08, 6.21e-07, 0.00e+00, 1.22e-08, 2.31e-07, 6.19e-08]    []  
54100     [7.90e-06, 6.27e-06, 3.37e-06, 9.39e-06, 9.97e-06, 3.98e-08, 1.12e-06, 9.44e-09, 1.52e-08, 3.38e-09, 2.91e-05, 6.31e-04, 7.42e-04, 2.42e-06, 7.08e-07, 4.70e-07, 4.92e-08, 5.60e-07, 3.68e-09, 2.25e-08, 8.80e-08, 6.05e-08]    [7.90e-06, 6.27e-06, 3.37e-06, 9.39e-06, 9.97e-06, 3.98e-08, 1.12e-06, 9.44e-09, 1.52e-08, 3.38e-09, 2.91e-05, 6.31e-04, 7.42e-04, 2.42e-06, 7.08e-07, 4.70e-07, 4.92e-08, 5.60e-07, 3.68e-09, 2.25e-08, 8.80e-08, 6.05e-08]    []  
54200     [7.05e-06, 5.74e-06, 3.24e-06, 8.12e-06, 9.00e-06, 2.95e-08, 1.07e-06, 2.82e-09, 3.23e-09, 1.50e-09, 2.68e-05, 6.26e-04, 7.31e-04, 1.95e-06, 6.27e-07, 5.19e-07, 1.03e-07, 4.59e-07, 1.51e-09, 1.84e-09, 4.89e-08, 4.67e-08]    [7.05e-06, 5.74e-06, 3.24e-06, 8.12e-06, 9.00e-06, 2.95e-08, 1.07e-06, 2.82e-09, 3.23e-09, 1.50e-09, 2.68e-05, 6.26e-04, 7.31e-04, 1.95e-06, 6.27e-07, 5.19e-07, 1.03e-07, 4.59e-07, 1.51e-09, 1.84e-09, 4.89e-08, 4.67e-08]    []  
54300     [6.46e-06, 5.29e-06, 3.08e-06, 7.17e-06, 8.06e-06, 2.89e-08, 9.99e-07, 2.32e-08, 7.69e-10, 7.73e-10, 2.59e-05, 6.24e-04, 7.23e-04, 1.69e-06, 5.61e-07, 4.95e-07, 1.53e-07, 3.76e-07, 7.02e-13, 7.63e-10, 6.55e-08, 2.68e-08]    [6.46e-06, 5.29e-06, 3.08e-06, 7.17e-06, 8.06e-06, 2.89e-08, 9.99e-07, 2.32e-08, 7.69e-10, 7.73e-10, 2.59e-05, 6.24e-04, 7.23e-04, 1.69e-06, 5.61e-07, 4.95e-07, 1.53e-07, 3.76e-07, 7.02e-13, 7.63e-10, 6.55e-08, 2.68e-08]    []  
54400     [6.04e-06, 4.90e-06, 2.89e-06, 6.40e-06, 7.12e-06, 3.62e-08, 9.30e-07, 3.71e-09, 1.06e-08, 5.15e-10, 2.53e-05, 6.23e-04, 7.18e-04, 1.44e-06, 5.16e-07, 4.27e-07, 1.84e-07, 3.57e-07, 1.06e-09, 4.26e-09, 1.96e-08, 2.97e-08]    [6.04e-06, 4.90e-06, 2.89e-06, 6.40e-06, 7.12e-06, 3.62e-08, 9.30e-07, 3.71e-09, 1.06e-08, 5.15e-10, 2.53e-05, 6.23e-04, 7.18e-04, 1.44e-06, 5.16e-07, 4.27e-07, 1.84e-07, 3.57e-07, 1.06e-09, 4.26e-09, 1.96e-08, 2.97e-08]    []  
54500     [5.76e-06, 4.55e-06, 2.73e-06, 5.73e-06, 6.24e-06, 5.23e-08, 8.61e-07, 2.39e-09, 2.37e-09, 5.45e-10, 2.51e-05, 6.22e-04, 7.13e-04, 1.37e-06, 4.74e-07, 3.64e-07, 2.10e-07, 3.34e-07, 9.12e-10, 8.78e-11, 1.35e-08, 1.33e-08]    [5.76e-06, 4.55e-06, 2.73e-06, 5.73e-06, 6.24e-06, 5.23e-08, 8.61e-07, 2.39e-09, 2.37e-09, 5.45e-10, 2.51e-05, 6.22e-04, 7.13e-04, 1.37e-06, 4.74e-07, 3.64e-07, 2.10e-07, 3.34e-07, 9.12e-10, 8.78e-11, 1.35e-08, 1.33e-08]    []  
54600     [5.48e-06, 4.25e-06, 2.59e-06, 5.18e-06, 5.46e-06, 7.74e-08, 7.95e-07, 1.21e-08, 4.33e-10, 3.84e-10, 2.50e-05, 6.21e-04, 7.09e-04, 1.34e-06, 4.15e-07, 3.16e-07, 2.32e-07, 3.01e-07, 4.74e-12, 1.29e-10, 2.56e-08, 6.76e-09]    [5.48e-06, 4.25e-06, 2.59e-06, 5.18e-06, 5.46e-06, 7.74e-08, 7.95e-07, 1.21e-08, 4.33e-10, 3.84e-10, 2.50e-05, 6.21e-04, 7.09e-04, 1.34e-06, 4.15e-07, 3.16e-07, 2.32e-07, 3.01e-07, 4.74e-12, 1.29e-10, 2.56e-08, 6.76e-09]    []  
54700     [5.26e-06, 4.01e-06, 2.45e-06, 4.71e-06, 4.84e-06, 1.08e-07, 7.29e-07, 2.43e-08, 6.20e-09, 2.16e-09, 2.50e-05, 6.21e-04, 7.06e-04, 1.25e-06, 4.03e-07, 2.84e-07, 2.48e-07, 2.86e-07, 4.69e-09, 1.18e-09, 3.14e-08, 9.94e-09]    [5.26e-06, 4.01e-06, 2.45e-06, 4.71e-06, 4.84e-06, 1.08e-07, 7.29e-07, 2.43e-08, 6.20e-09, 2.16e-09, 2.50e-05, 6.21e-04, 7.06e-04, 1.25e-06, 4.03e-07, 2.84e-07, 2.48e-07, 2.86e-07, 4.69e-09, 1.18e-09, 3.14e-08, 9.94e-09]    []  
54800     [4.98e-06, 3.77e-06, 2.33e-06, 4.29e-06, 4.17e-06, 1.59e-07, 6.74e-07, 8.05e-09, 1.22e-09, 9.52e-11, 2.48e-05, 6.20e-04, 7.03e-04, 1.27e-06, 3.18e-07, 2.24e-07, 2.38e-07, 2.61e-07, 8.19e-11, 4.42e-11, 1.80e-08, 5.10e-09]    [4.98e-06, 3.77e-06, 2.33e-06, 4.29e-06, 4.17e-06, 1.59e-07, 6.74e-07, 8.05e-09, 1.22e-09, 9.52e-11, 2.48e-05, 6.20e-04, 7.03e-04, 1.27e-06, 3.18e-07, 2.24e-07, 2.38e-07, 2.61e-07, 8.19e-11, 4.42e-11, 1.80e-08, 5.10e-09]    []  
54900     [4.79e-06, 3.58e-06, 2.21e-06, 3.93e-06, 3.72e-06, 2.09e-07, 6.17e-07, 6.50e-10, 6.25e-12, 1.35e-09, 2.45e-05, 6.19e-04, 7.01e-04, 1.15e-06, 3.08e-07, 2.01e-07, 2.23e-07, 2.38e-07, 4.43e-10, 7.32e-11, 2.26e-08, 1.65e-09]    [4.79e-06, 3.58e-06, 2.21e-06, 3.93e-06, 3.72e-06, 2.09e-07, 6.17e-07, 6.50e-10, 6.25e-12, 1.35e-09, 2.45e-05, 6.19e-04, 7.01e-04, 1.15e-06, 3.08e-07, 2.01e-07, 2.23e-07, 2.38e-07, 4.43e-10, 7.32e-11, 2.26e-08, 1.65e-09]    []  
55000     [4.53e-06, 3.39e-06, 2.11e-06, 3.63e-06, 3.20e-06, 2.87e-07, 5.70e-07, 5.42e-10, 2.47e-10, 3.91e-10, 2.42e-05, 6.18e-04, 6.98e-04, 1.04e-06, 2.51e-07, 1.64e-07, 2.42e-07, 2.62e-07, 1.03e-09, 1.29e-10, 2.28e-08, 1.67e-09]    [4.53e-06, 3.39e-06, 2.11e-06, 3.63e-06, 3.20e-06, 2.87e-07, 5.70e-07, 5.42e-10, 2.47e-10, 3.91e-10, 2.42e-05, 6.18e-04, 6.98e-04, 1.04e-06, 2.51e-07, 1.64e-07, 2.42e-07, 2.62e-07, 1.03e-09, 1.29e-10, 2.28e-08, 1.67e-09]    []  
55100     [4.30e-06, 3.24e-06, 2.00e-06, 3.37e-06, 2.86e-06, 3.68e-07, 5.22e-07, 7.93e-08, 2.36e-09, 7.01e-11, 2.38e-05, 6.17e-04, 6.96e-04, 9.84e-07, 2.24e-07, 1.33e-07, 2.24e-07, 2.37e-07, 4.78e-10, 3.73e-10, 1.44e-07, 2.95e-09]    [4.30e-06, 3.24e-06, 2.00e-06, 3.37e-06, 2.86e-06, 3.68e-07, 5.22e-07, 7.93e-08, 2.36e-09, 7.01e-11, 2.38e-05, 6.17e-04, 6.96e-04, 9.84e-07, 2.24e-07, 1.33e-07, 2.24e-07, 2.37e-07, 4.78e-10, 3.73e-10, 1.44e-07, 2.95e-09]    []  
55200     [4.09e-06, 3.10e-06, 1.91e-06, 3.17e-06, 2.51e-06, 4.64e-07, 4.84e-07, 7.47e-10, 5.42e-10, 4.64e-10, 2.34e-05, 6.15e-04, 6.93e-04, 8.16e-07, 1.91e-07, 1.23e-07, 2.37e-07, 2.54e-07, 4.30e-09, 2.24e-10, 3.18e-08, 1.94e-09]    [4.09e-06, 3.10e-06, 1.91e-06, 3.17e-06, 2.51e-06, 4.64e-07, 4.84e-07, 7.47e-10, 5.42e-10, 4.64e-10, 2.34e-05, 6.15e-04, 6.93e-04, 8.16e-07, 1.91e-07, 1.23e-07, 2.37e-07, 2.54e-07, 4.30e-09, 2.24e-10, 3.18e-08, 1.94e-09]    []  
55300     [3.80e-06, 3.03e-06, 1.78e-06, 3.06e-06, 2.46e-06, 5.49e-07, 4.43e-07, 3.15e-08, 2.55e-07, 4.11e-10, 2.36e-05, 6.14e-04, 6.90e-04, 7.43e-07, 1.76e-07, 9.52e-08, 2.83e-07, 3.04e-07, 2.47e-09, 0.00e+00, 1.30e-07, 3.51e-07]    [3.80e-06, 3.03e-06, 1.78e-06, 3.06e-06, 2.46e-06, 5.49e-07, 4.43e-07, 3.15e-08, 2.55e-07, 4.11e-10, 2.36e-05, 6.14e-04, 6.90e-04, 7.43e-07, 1.76e-07, 9.52e-08, 2.83e-07, 3.04e-07, 2.47e-09, 0.00e+00, 1.30e-07, 3.51e-07]    []  
55400     [3.69e-06, 2.93e-06, 1.72e-06, 2.89e-06, 2.17e-06, 6.58e-07, 4.16e-07, 9.50e-09, 1.71e-08, 6.78e-10, 2.27e-05, 6.12e-04, 6.87e-04, 6.34e-07, 1.44e-07, 9.48e-08, 2.29e-07, 2.41e-07, 1.17e-08, 2.48e-09, 4.81e-08, 1.39e-08]    [3.69e-06, 2.93e-06, 1.72e-06, 2.89e-06, 2.17e-06, 6.58e-07, 4.16e-07, 9.50e-09, 1.71e-08, 6.78e-10, 2.27e-05, 6.12e-04, 6.87e-04, 6.34e-07, 1.44e-07, 9.48e-08, 2.29e-07, 2.41e-07, 1.17e-08, 2.48e-09, 4.81e-08, 1.39e-08]    []  
55500     [3.51e-06, 2.98e-06, 1.60e-06, 2.84e-06, 2.31e-06, 7.46e-07, 4.26e-07, 1.83e-09, 8.44e-07, 6.01e-09, 2.21e-05, 6.10e-04, 6.84e-04, 8.63e-07, 1.35e-07, 9.35e-08, 1.62e-07, 2.11e-07, 7.91e-09, 1.90e-07, 3.86e-08, 1.12e-06]    [3.51e-06, 2.98e-06, 1.60e-06, 2.84e-06, 2.31e-06, 7.46e-07, 4.26e-07, 1.83e-09, 8.44e-07, 6.01e-09, 2.21e-05, 6.10e-04, 6.84e-04, 8.63e-07, 1.35e-07, 9.35e-08, 1.62e-07, 2.11e-07, 7.91e-09, 1.90e-07, 3.86e-08, 1.12e-06]    []  
55600     [3.04e-06, 3.08e-06, 1.56e-06, 3.59e-06, 2.33e-06, 7.34e-07, 4.64e-07, 1.13e-05, 1.21e-07, 5.01e-07, 2.38e-05, 6.10e-04, 7.07e-04, 3.11e-05, 3.76e-09, 1.98e-08, 2.82e-08, 3.42e-08, 0.00e+00, 4.45e-11, 1.19e-05, 1.89e-07]    [3.04e-06, 3.08e-06, 1.56e-06, 3.59e-06, 2.33e-06, 7.34e-07, 4.64e-07, 1.13e-05, 1.21e-07, 5.01e-07, 2.38e-05, 6.10e-04, 7.07e-04, 3.11e-05, 3.76e-09, 1.98e-08, 2.82e-08, 3.42e-08, 0.00e+00, 4.45e-11, 1.19e-05, 1.89e-07]    []  
55700     [1.48e-05, 8.04e-06, 5.01e-06, 4.09e-06, 1.97e-05, 8.92e-07, 5.27e-07, 2.63e-05, 9.61e-05, 3.67e-05, 1.52e-04, 1.01e-03, 9.04e-04, 1.23e-05, 1.23e-05, 7.94e-06, 2.84e-06, 7.12e-06, 2.39e-06, 1.00e-05, 1.40e-05, 5.09e-05]    [1.48e-05, 8.04e-06, 5.01e-06, 4.09e-06, 1.97e-05, 8.92e-07, 5.27e-07, 2.63e-05, 9.61e-05, 3.67e-05, 1.52e-04, 1.01e-03, 9.04e-04, 1.23e-05, 1.23e-05, 7.94e-06, 2.84e-06, 7.12e-06, 2.39e-06, 1.00e-05, 1.40e-05, 5.09e-05]    []  
55800     [4.18e-06, 6.74e-06, 3.24e-07, 6.14e-06, 1.21e-05, 4.65e-07, 4.38e-07, 1.73e-07, 2.08e-09, 4.48e-08, 6.32e-05, 6.63e-04, 7.06e-04, 1.14e-06, 7.91e-07, 9.02e-11, 1.02e-07, 3.69e-07, 3.87e-08, 3.30e-09, 1.77e-07, 1.09e-08]    [4.18e-06, 6.74e-06, 3.24e-07, 6.14e-06, 1.21e-05, 4.65e-07, 4.38e-07, 1.73e-07, 2.08e-09, 4.48e-08, 6.32e-05, 6.63e-04, 7.06e-04, 1.14e-06, 7.91e-07, 9.02e-11, 1.02e-07, 3.69e-07, 3.87e-08, 3.30e-09, 1.77e-07, 1.09e-08]    []  
55900     [3.34e-06, 6.93e-06, 2.91e-07, 4.68e-06, 9.07e-06, 5.28e-07, 3.69e-07, 2.80e-09, 6.72e-09, 2.40e-08, 2.71e-05, 6.21e-04, 6.99e-04, 4.46e-07, 3.24e-07, 1.58e-09, 5.07e-08, 4.38e-07, 4.09e-09, 4.61e-10, 3.50e-08, 1.06e-08]    [3.34e-06, 6.93e-06, 2.91e-07, 4.68e-06, 9.07e-06, 5.28e-07, 3.69e-07, 2.80e-09, 6.72e-09, 2.40e-08, 2.71e-05, 6.21e-04, 6.99e-04, 4.46e-07, 3.24e-07, 1.58e-09, 5.07e-08, 4.38e-07, 4.09e-09, 4.61e-10, 3.50e-08, 1.06e-08]    []  
56000     [3.22e-06, 6.69e-06, 3.29e-07, 3.61e-06, 7.50e-06, 6.66e-07, 2.96e-07, 8.00e-11, 1.90e-09, 1.13e-08, 1.64e-05, 6.11e-04, 6.93e-04, 2.48e-07, 1.85e-07, 4.30e-10, 5.92e-08, 3.68e-07, 1.74e-09, 9.62e-10, 2.87e-08, 5.50e-09]    [3.22e-06, 6.69e-06, 3.29e-07, 3.61e-06, 7.50e-06, 6.66e-07, 2.96e-07, 8.00e-11, 1.90e-09, 1.13e-08, 1.64e-05, 6.11e-04, 6.93e-04, 2.48e-07, 1.85e-07, 4.30e-10, 5.92e-08, 3.68e-07, 1.74e-09, 9.62e-10, 2.87e-08, 5.50e-09]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 39.462070 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
56000     [3.22e-06, 6.69e-06, 3.29e-07, 3.61e-06, 7.50e-06, 6.66e-07, 2.96e-07, 8.00e-11, 1.90e-09, 1.13e-08, 1.64e-05, 6.11e-04, 6.93e-04, 2.48e-07, 1.85e-07, 4.30e-10, 5.92e-08, 3.68e-07, 1.74e-09, 9.62e-10, 2.87e-08, 5.50e-09]    [3.22e-06, 6.69e-06, 3.29e-07, 3.61e-06, 7.50e-06, 6.66e-07, 2.96e-07, 8.00e-11, 1.90e-09, 1.13e-08, 1.64e-05, 6.11e-04, 6.93e-04, 2.48e-07, 1.85e-07, 4.30e-10, 5.92e-08, 3.68e-07, 1.74e-09, 9.62e-10, 2.87e-08, 5.50e-09]    []  
56100     [3.22e-06, 6.22e-06, 3.40e-07, 2.83e-06, 6.39e-06, 8.54e-07, 2.43e-07, 4.49e-10, 2.71e-11, 6.25e-09, 1.26e-05, 6.08e-04, 6.89e-04, 1.64e-07, 1.22e-07, 1.29e-09, 7.88e-08, 3.24e-07, 9.53e-10, 2.96e-10, 2.86e-08, 2.57e-09]    [3.22e-06, 6.22e-06, 3.40e-07, 2.83e-06, 6.39e-06, 8.54e-07, 2.43e-07, 4.49e-10, 2.71e-11, 6.25e-09, 1.26e-05, 6.08e-04, 6.89e-04, 1.64e-07, 1.22e-07, 1.29e-09, 7.88e-08, 3.24e-07, 9.53e-10, 2.96e-10, 2.86e-08, 2.57e-09]    []  
56200     [3.19e-06, 5.66e-06, 3.42e-07, 2.26e-06, 5.48e-06, 1.08e-06, 2.03e-07, 6.22e-09, 2.15e-11, 3.83e-09, 1.10e-05, 6.06e-04, 6.86e-04, 1.24e-07, 8.23e-08, 4.18e-09, 9.90e-08, 2.99e-07, 3.59e-10, 1.64e-10, 3.78e-08, 2.12e-09]    [3.19e-06, 5.66e-06, 3.42e-07, 2.26e-06, 5.48e-06, 1.08e-06, 2.03e-07, 6.22e-09, 2.15e-11, 3.83e-09, 1.10e-05, 6.06e-04, 6.86e-04, 1.24e-07, 8.23e-08, 4.18e-09, 9.90e-08, 2.99e-07, 3.59e-10, 1.64e-10, 3.78e-08, 2.12e-09]    []  
56300     [2.69e-05, 7.14e-06, 6.61e-07, 3.16e-06, 1.02e-05, 1.55e-06, 2.63e-07, 6.48e-05, 1.07e-06, 1.18e-04, 1.32e-04, 1.28e-03, 1.44e-03, 4.15e-03, 2.36e-05, 4.70e-05, 3.30e-05, 4.50e-05, 8.26e-06, 0.00e+00, 4.55e-05, 9.69e-07]    [2.69e-05, 7.14e-06, 6.61e-07, 3.16e-06, 1.02e-05, 1.55e-06, 2.63e-07, 6.48e-05, 1.07e-06, 1.18e-04, 1.32e-04, 1.28e-03, 1.44e-03, 4.15e-03, 2.36e-05, 4.70e-05, 3.30e-05, 4.50e-05, 8.26e-06, 0.00e+00, 4.55e-05, 9.69e-07]    []  
56400     [3.23e-06, 4.93e-06, 5.16e-07, 1.56e-06, 4.04e-06, 1.30e-06, 1.51e-07, 1.90e-08, 3.23e-09, 5.05e-10, 1.05e-05, 6.05e-04, 6.81e-04, 3.22e-07, 5.44e-08, 3.35e-08, 1.17e-07, 2.87e-07, 8.32e-11, 8.55e-11, 7.49e-08, 5.04e-09]    [3.23e-06, 4.93e-06, 5.16e-07, 1.56e-06, 4.04e-06, 1.30e-06, 1.51e-07, 1.90e-08, 3.23e-09, 5.05e-10, 1.05e-05, 6.05e-04, 6.81e-04, 3.22e-07, 5.44e-08, 3.35e-08, 1.17e-07, 2.87e-07, 8.32e-11, 8.55e-11, 7.49e-08, 5.04e-09]    []  
56500     [2.92e-06, 4.44e-06, 4.66e-07, 1.25e-06, 3.61e-06, 1.55e-06, 1.24e-07, 3.02e-09, 1.10e-11, 1.63e-09, 1.03e-05, 6.04e-04, 6.78e-04, 9.08e-08, 6.14e-08, 3.37e-08, 1.44e-07, 2.73e-07, 3.92e-10, 1.23e-10, 7.78e-08, 1.97e-09]    [2.92e-06, 4.44e-06, 4.66e-07, 1.25e-06, 3.61e-06, 1.55e-06, 1.24e-07, 3.02e-09, 1.10e-11, 1.63e-09, 1.03e-05, 6.04e-04, 6.78e-04, 9.08e-08, 6.14e-08, 3.37e-08, 1.44e-07, 2.73e-07, 3.92e-10, 1.23e-10, 7.78e-08, 1.97e-09]    []  
56600     [2.70e-06, 3.97e-06, 4.48e-07, 1.04e-06, 3.15e-06, 1.83e-06, 1.04e-07, 3.66e-10, 1.33e-10, 1.59e-10, 1.02e-05, 6.03e-04, 6.75e-04, 1.93e-07, 5.20e-08, 3.18e-08, 1.38e-07, 2.32e-07, 1.06e-09, 1.56e-10, 9.24e-08, 1.83e-09]    [2.70e-06, 3.97e-06, 4.48e-07, 1.04e-06, 3.15e-06, 1.83e-06, 1.04e-07, 3.66e-10, 1.33e-10, 1.59e-10, 1.02e-05, 6.03e-04, 6.75e-04, 1.93e-07, 5.20e-08, 3.18e-08, 1.38e-07, 2.32e-07, 1.06e-09, 1.56e-10, 9.24e-08, 1.83e-09]    []  
56700     [3.12e-06, 4.51e-06, 8.55e-07, 1.13e-06, 2.82e-06, 1.82e-06, 5.47e-07, 1.34e-07, 8.90e-08, 1.59e-07, 1.10e-05, 6.02e-04, 6.73e-04, 2.72e-06, 1.62e-07, 2.63e-07, 2.24e-07, 5.03e-07, 1.18e-08, 4.43e-14, 1.35e-07, 2.07e-07]    [3.12e-06, 4.51e-06, 8.55e-07, 1.13e-06, 2.82e-06, 1.82e-06, 5.47e-07, 1.34e-07, 8.90e-08, 1.59e-07, 1.10e-05, 6.02e-04, 6.73e-04, 2.72e-06, 1.62e-07, 2.63e-07, 2.24e-07, 5.03e-07, 1.18e-08, 4.43e-14, 1.35e-07, 2.07e-07]    []  
56800     [2.48e-06, 3.59e-06, 6.89e-07, 7.57e-07, 2.50e-06, 2.08e-06, 4.06e-07, 2.75e-08, 1.86e-10, 1.47e-09, 1.03e-05, 6.01e-04, 6.69e-04, 1.14e-07, 9.40e-08, 6.69e-08, 1.52e-07, 2.07e-07, 9.72e-11, 1.27e-10, 1.52e-07, 9.53e-09]    [2.48e-06, 3.59e-06, 6.89e-07, 7.57e-07, 2.50e-06, 2.08e-06, 4.06e-07, 2.75e-08, 1.86e-10, 1.47e-09, 1.03e-05, 6.01e-04, 6.69e-04, 1.14e-07, 9.40e-08, 6.69e-08, 1.52e-07, 2.07e-07, 9.72e-11, 1.27e-10, 1.52e-07, 9.53e-09]    []  
56900     [2.48e-05, 5.21e-06, 1.25e-06, 2.94e-06, 5.65e-06, 2.64e-06, 5.06e-07, 2.40e-04, 5.68e-07, 1.18e-04, 1.31e-04, 1.18e-03, 1.50e-03, 3.50e-03, 2.54e-05, 3.33e-05, 3.39e-05, 3.56e-05, 6.02e-05, 1.90e-07, 2.96e-04, 1.14e-06]    [2.48e-05, 5.21e-06, 1.25e-06, 2.94e-06, 5.65e-06, 2.64e-06, 5.06e-07, 2.40e-04, 5.68e-07, 1.18e-04, 1.31e-04, 1.18e-03, 1.50e-03, 3.50e-03, 2.54e-05, 3.33e-05, 3.39e-05, 3.56e-05, 6.02e-05, 1.90e-07, 2.96e-04, 1.14e-06]    []  
57000     [2.66e-06, 3.39e-06, 7.41e-07, 6.60e-07, 2.06e-06, 1.93e-06, 2.56e-07, 1.08e-07, 5.96e-10, 6.26e-09, 1.04e-05, 5.98e-04, 6.62e-04, 1.40e-07, 1.11e-07, 9.40e-08, 1.52e-07, 1.75e-07, 3.51e-11, 9.64e-10, 2.09e-07, 9.96e-09]    [2.66e-06, 3.39e-06, 7.41e-07, 6.60e-07, 2.06e-06, 1.93e-06, 2.56e-07, 1.08e-07, 5.96e-10, 6.26e-09, 1.04e-05, 5.98e-04, 6.62e-04, 1.40e-07, 1.11e-07, 9.40e-08, 1.52e-07, 1.75e-07, 3.51e-11, 9.64e-10, 2.09e-07, 9.96e-09]    []  
57100     [2.47e-06, 2.98e-06, 6.07e-07, 5.89e-07, 1.84e-06, 2.19e-06, 2.00e-07, 1.04e-09, 1.58e-08, 8.26e-11, 1.02e-05, 5.97e-04, 6.58e-04, 1.51e-07, 1.01e-07, 7.02e-08, 1.58e-07, 1.36e-07, 2.65e-09, 0.00e+00, 1.71e-07, 1.55e-08]    [2.47e-06, 2.98e-06, 6.07e-07, 5.89e-07, 1.84e-06, 2.19e-06, 2.00e-07, 1.04e-09, 1.58e-08, 8.26e-11, 1.02e-05, 5.97e-04, 6.58e-04, 1.51e-07, 1.01e-07, 7.02e-08, 1.58e-07, 1.36e-07, 2.65e-09, 0.00e+00, 1.71e-07, 1.55e-08]    []  
57200     [3.41e-06, 3.10e-06, 7.31e-07, 6.12e-07, 1.69e-06, 1.91e-06, 1.71e-07, 7.34e-08, 3.41e-09, 3.00e-07, 1.12e-05, 6.01e-04, 6.59e-04, 2.46e-05, 3.61e-07, 6.29e-07, 3.87e-07, 5.93e-07, 1.72e-11, 5.08e-10, 3.27e-07, 8.40e-09]    [3.41e-06, 3.10e-06, 7.31e-07, 6.12e-07, 1.69e-06, 1.91e-06, 1.71e-07, 7.34e-08, 3.41e-09, 3.00e-07, 1.12e-05, 6.01e-04, 6.59e-04, 2.46e-05, 3.61e-07, 6.29e-07, 3.87e-07, 5.93e-07, 1.72e-11, 5.08e-10, 3.27e-07, 8.40e-09]    []  
57300     [2.58e-06, 2.78e-06, 5.88e-07, 5.80e-07, 1.52e-06, 2.15e-06, 1.20e-07, 5.84e-07, 8.93e-09, 2.04e-08, 9.58e-06, 5.96e-04, 6.48e-04, 2.19e-07, 8.99e-08, 1.01e-07, 1.82e-07, 2.15e-07, 1.94e-08, 3.83e-10, 3.07e-07, 6.17e-09]    [2.58e-06, 2.78e-06, 5.88e-07, 5.80e-07, 1.52e-06, 2.15e-06, 1.20e-07, 5.84e-07, 8.93e-09, 2.04e-08, 9.58e-06, 5.96e-04, 6.48e-04, 2.19e-07, 8.99e-08, 1.01e-07, 1.82e-07, 2.15e-07, 1.94e-08, 3.83e-10, 3.07e-07, 6.17e-09]    []  
57400     [2.99e-06, 2.92e-06, 6.44e-07, 6.38e-07, 1.36e-06, 1.98e-06, 9.26e-08, 9.40e-07, 1.41e-09, 1.15e-08, 8.93e-06, 5.96e-04, 6.40e-04, 1.26e-06, 1.99e-07, 1.71e-07, 3.13e-07, 2.32e-07, 1.09e-07, 7.46e-11, 7.89e-07, 8.27e-09]    [2.99e-06, 2.92e-06, 6.44e-07, 6.38e-07, 1.36e-06, 1.98e-06, 9.26e-08, 9.40e-07, 1.41e-09, 1.15e-08, 8.93e-06, 5.96e-04, 6.40e-04, 1.26e-06, 1.99e-07, 1.71e-07, 3.13e-07, 2.32e-07, 1.09e-07, 7.46e-11, 7.89e-07, 8.27e-09]    []  
57500     [4.20e-05, 6.08e-06, 1.07e-06, 6.41e-06, 6.90e-06, 2.78e-06, 2.51e-07, 3.38e-04, 4.67e-05, 1.46e-04, 2.97e-04, 1.69e-03, 2.58e-03, 7.34e-03, 6.52e-05, 8.05e-05, 6.55e-05, 6.20e-05, 5.77e-05, 9.66e-06, 2.91e-04, 4.08e-05]    [4.20e-05, 6.08e-06, 1.07e-06, 6.41e-06, 6.90e-06, 2.78e-06, 2.51e-07, 3.38e-04, 4.67e-05, 1.46e-04, 2.97e-04, 1.69e-03, 2.58e-03, 7.34e-03, 6.52e-05, 8.05e-05, 6.55e-05, 6.20e-05, 5.77e-05, 9.66e-06, 2.91e-04, 4.08e-05]    []  
57600     [3.37e-06, 3.14e-06, 7.92e-07, 8.68e-07, 1.15e-06, 1.65e-06, 5.59e-08, 1.81e-08, 6.08e-09, 6.82e-09, 8.09e-06, 5.96e-04, 6.22e-04, 3.17e-07, 1.26e-07, 1.19e-07, 2.28e-07, 2.32e-07, 6.54e-09, 0.00e+00, 4.45e-07, 1.18e-08]    [3.37e-06, 3.14e-06, 7.92e-07, 8.68e-07, 1.15e-06, 1.65e-06, 5.59e-08, 1.81e-08, 6.08e-09, 6.82e-09, 8.09e-06, 5.96e-04, 6.22e-04, 3.17e-07, 1.26e-07, 1.19e-07, 2.28e-07, 2.32e-07, 6.54e-09, 0.00e+00, 4.45e-07, 1.18e-08]    []  
57700     [1.01e-05, 4.68e-06, 8.45e-07, 3.92e-06, 2.85e-06, 2.32e-06, 3.70e-07, 4.40e-06, 5.58e-05, 5.75e-05, 5.80e-05, 8.93e-04, 9.68e-04, 1.77e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.21e-07, 2.13e-05, 4.89e-06, 8.31e-05]    [1.01e-05, 4.68e-06, 8.45e-07, 3.92e-06, 2.85e-06, 2.32e-06, 3.70e-07, 4.40e-06, 5.58e-05, 5.75e-05, 5.80e-05, 8.93e-04, 9.68e-04, 1.77e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.21e-07, 2.13e-05, 4.89e-06, 8.31e-05]    []  
57800     [3.86e-06, 3.00e-06, 9.17e-07, 1.49e-06, 1.26e-06, 1.81e-06, 4.94e-08, 5.49e-07, 1.84e-08, 7.82e-06, 1.85e-05, 6.32e-04, 6.88e-04, 2.60e-04, 0.00e+00, 5.52e-10, 0.00e+00, 8.74e-09, 0.00e+00, 3.52e-09, 1.57e-06, 1.82e-08]    [3.86e-06, 3.00e-06, 9.17e-07, 1.49e-06, 1.26e-06, 1.81e-06, 4.94e-08, 5.49e-07, 1.84e-08, 7.82e-06, 1.85e-05, 6.32e-04, 6.88e-04, 2.60e-04, 0.00e+00, 5.52e-10, 0.00e+00, 8.74e-09, 0.00e+00, 3.52e-09, 1.57e-06, 1.82e-08]    []  
57900     [3.52e-06, 2.78e-06, 8.21e-07, 1.33e-06, 9.89e-07, 1.63e-06, 4.03e-08, 5.49e-07, 2.54e-07, 2.06e-06, 1.26e-05, 6.04e-04, 5.98e-04, 5.63e-05, 1.11e-08, 7.40e-09, 7.62e-08, 1.16e-07, 5.21e-08, 7.84e-09, 4.94e-07, 3.57e-08]    [3.52e-06, 2.78e-06, 8.21e-07, 1.33e-06, 9.89e-07, 1.63e-06, 4.03e-08, 5.49e-07, 2.54e-07, 2.06e-06, 1.26e-05, 6.04e-04, 5.98e-04, 5.63e-05, 1.11e-08, 7.40e-09, 7.62e-08, 1.16e-07, 5.21e-08, 7.84e-09, 4.94e-07, 3.57e-08]    []  
58000     [3.86e-06, 2.40e-06, 7.15e-07, 1.14e-06, 8.39e-07, 1.62e-06, 3.43e-08, 2.35e-08, 1.27e-08, 3.81e-07, 1.32e-05, 5.95e-04, 5.71e-04, 1.07e-05, 1.00e-07, 4.05e-07, 6.30e-07, 8.03e-07, 6.56e-09, 1.17e-09, 7.47e-07, 9.14e-09]    [3.86e-06, 2.40e-06, 7.15e-07, 1.14e-06, 8.39e-07, 1.62e-06, 3.43e-08, 2.35e-08, 1.27e-08, 3.81e-07, 1.32e-05, 5.95e-04, 5.71e-04, 1.07e-05, 1.00e-07, 4.05e-07, 6.30e-07, 8.03e-07, 6.56e-09, 1.17e-09, 7.47e-07, 9.14e-09]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 42.269622 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
58000     [3.86e-06, 2.40e-06, 7.15e-07, 1.14e-06, 8.39e-07, 1.62e-06, 3.43e-08, 2.35e-08, 1.27e-08, 3.81e-07, 1.32e-05, 5.95e-04, 5.71e-04, 1.07e-05, 1.00e-07, 4.05e-07, 6.30e-07, 8.03e-07, 6.56e-09, 1.17e-09, 7.47e-07, 9.14e-09]    [3.86e-06, 2.40e-06, 7.15e-07, 1.14e-06, 8.39e-07, 1.62e-06, 3.43e-08, 2.35e-08, 1.27e-08, 3.81e-07, 1.32e-05, 5.95e-04, 5.71e-04, 1.07e-05, 1.00e-07, 4.05e-07, 6.30e-07, 8.03e-07, 6.56e-09, 1.17e-09, 7.47e-07, 9.14e-09]    []  
58100     [3.97e-06, 2.37e-06, 7.68e-07, 1.45e-06, 8.20e-07, 1.45e-06, 1.14e-07, 4.58e-08, 3.08e-07, 1.02e-07, 1.86e-05, 5.93e-04, 5.51e-04, 9.88e-06, 2.27e-07, 2.41e-07, 1.04e-06, 7.82e-07, 7.01e-08, 3.31e-08, 5.61e-07, 1.56e-07]    [3.97e-06, 2.37e-06, 7.68e-07, 1.45e-06, 8.20e-07, 1.45e-06, 1.14e-07, 4.58e-08, 3.08e-07, 1.02e-07, 1.86e-05, 5.93e-04, 5.51e-04, 9.88e-06, 2.27e-07, 2.41e-07, 1.04e-06, 7.82e-07, 7.01e-08, 3.31e-08, 5.61e-07, 1.56e-07]    []  
58200     [1.40e-05, 4.91e-06, 8.10e-07, 4.61e-06, 2.87e-06, 2.23e-06, 2.56e-07, 4.65e-06, 1.21e-05, 7.21e-05, 7.86e-05, 9.87e-04, 9.57e-04, 2.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.17e-06, 0.00e+00, 6.95e-06, 1.96e-05]    [1.40e-05, 4.91e-06, 8.10e-07, 4.61e-06, 2.87e-06, 2.23e-06, 2.56e-07, 4.65e-06, 1.21e-05, 7.21e-05, 7.86e-05, 9.87e-04, 9.57e-04, 2.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.17e-06, 0.00e+00, 6.95e-06, 1.96e-05]    []  
58300     [6.57e-06, 2.21e-06, 8.58e-07, 2.04e-06, 7.66e-07, 1.20e-06, 1.48e-07, 3.06e-06, 1.29e-05, 1.26e-06, 5.79e-05, 6.09e-04, 5.52e-04, 1.69e-04, 1.38e-06, 1.54e-06, 4.02e-06, 4.84e-06, 8.74e-07, 3.37e-06, 4.96e-06, 1.61e-05]    [6.57e-06, 2.21e-06, 8.58e-07, 2.04e-06, 7.66e-07, 1.20e-06, 1.48e-07, 3.06e-06, 1.29e-05, 1.26e-06, 5.79e-05, 6.09e-04, 5.52e-04, 1.69e-04, 1.38e-06, 1.54e-06, 4.02e-06, 4.84e-06, 8.74e-07, 3.37e-06, 4.96e-06, 1.61e-05]    []  
58400     [1.11e-05, 2.16e-06, 7.94e-07, 2.55e-06, 1.38e-06, 1.20e-06, 9.39e-08, 2.99e-05, 5.54e-06, 1.66e-06, 1.74e-04, 7.37e-04, 8.44e-04, 9.06e-04, 8.66e-06, 6.69e-06, 1.81e-05, 1.04e-05, 7.59e-06, 1.92e-06, 3.86e-05, 8.87e-06]    [1.11e-05, 2.16e-06, 7.94e-07, 2.55e-06, 1.38e-06, 1.20e-06, 9.39e-08, 2.99e-05, 5.54e-06, 1.66e-06, 1.74e-04, 7.37e-04, 8.44e-04, 9.06e-04, 8.66e-06, 6.69e-06, 1.81e-05, 1.04e-05, 7.59e-06, 1.92e-06, 3.86e-05, 8.87e-06]    []  
58500     [5.64e-06, 1.68e-06, 9.87e-07, 2.09e-06, 8.24e-07, 9.51e-07, 6.57e-08, 2.09e-06, 1.13e-05, 2.07e-07, 7.44e-05, 5.21e-04, 3.79e-04, 9.84e-06, 1.44e-08, 4.74e-07, 1.48e-06, 2.13e-06, 2.47e-07, 0.00e+00, 1.46e-06, 6.22e-06]    [5.64e-06, 1.68e-06, 9.87e-07, 2.09e-06, 8.24e-07, 9.51e-07, 6.57e-08, 2.09e-06, 1.13e-05, 2.07e-07, 7.44e-05, 5.21e-04, 3.79e-04, 9.84e-06, 1.44e-08, 4.74e-07, 1.48e-06, 2.13e-06, 2.47e-07, 0.00e+00, 1.46e-06, 6.22e-06]    []  
58600     [5.78e-06, 1.38e-06, 9.44e-07, 2.31e-06, 1.03e-06, 9.12e-07, 5.06e-08, 5.80e-06, 1.60e-08, 7.77e-07, 9.98e-05, 4.63e-04, 3.13e-04, 2.20e-05, 2.11e-07, 3.73e-07, 2.55e-06, 1.92e-06, 1.92e-06, 0.00e+00, 9.51e-06, 5.74e-07]    [5.78e-06, 1.38e-06, 9.44e-07, 2.31e-06, 1.03e-06, 9.12e-07, 5.06e-08, 5.80e-06, 1.60e-08, 7.77e-07, 9.98e-05, 4.63e-04, 3.13e-04, 2.20e-05, 2.11e-07, 3.73e-07, 2.55e-06, 1.92e-06, 1.92e-06, 0.00e+00, 9.51e-06, 5.74e-07]    []  
58700     [8.24e-06, 1.33e-06, 1.28e-06, 2.82e-06, 2.23e-06, 4.21e-07, 1.40e-07, 4.28e-07, 2.82e-05, 1.17e-05, 1.21e-04, 4.29e-04, 2.51e-04, 2.18e-04, 0.00e+00, 7.87e-06, 8.61e-07, 3.79e-06, 8.39e-12, 5.01e-06, 3.84e-06, 2.39e-05]    [8.24e-06, 1.33e-06, 1.28e-06, 2.82e-06, 2.23e-06, 4.21e-07, 1.40e-07, 4.28e-07, 2.82e-05, 1.17e-05, 1.21e-04, 4.29e-04, 2.51e-04, 2.18e-04, 0.00e+00, 7.87e-06, 8.61e-07, 3.79e-06, 8.39e-12, 5.01e-06, 3.84e-06, 2.39e-05]    []  
58800     [7.58e-06, 1.47e-06, 1.28e-06, 5.03e-06, 2.82e-06, 7.61e-07, 5.52e-08, 1.10e-05, 2.03e-06, 2.07e-06, 1.23e-04, 4.10e-04, 5.75e-04, 7.08e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.39e-05, 2.23e-06]    [7.58e-06, 1.47e-06, 1.28e-06, 5.03e-06, 2.82e-06, 7.61e-07, 5.52e-08, 1.10e-05, 2.03e-06, 2.07e-06, 1.23e-04, 4.10e-04, 5.75e-04, 7.08e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.39e-05, 2.23e-06]    []  
58900     [7.52e-06, 1.41e-06, 1.64e-06, 6.32e-06, 3.79e-06, 7.27e-07, 5.93e-08, 1.97e-05, 2.02e-06, 5.73e-07, 1.45e-04, 3.42e-04, 6.13e-04, 6.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.96e-05, 2.62e-06]    [7.52e-06, 1.41e-06, 1.64e-06, 6.32e-06, 3.79e-06, 7.27e-07, 5.93e-08, 1.97e-05, 2.02e-06, 5.73e-07, 1.45e-04, 3.42e-04, 6.13e-04, 6.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.96e-05, 2.62e-06]    []  
59000     [1.10e-05, 1.52e-06, 2.73e-06, 6.14e-06, 5.12e-06, 5.59e-07, 2.75e-07, 2.18e-05, 4.27e-05, 1.08e-05, 3.43e-04, 3.33e-04, 6.45e-04, 3.86e-04, 6.52e-06, 1.16e-05, 1.33e-05, 1.07e-05, 5.61e-06, 8.69e-06, 2.97e-05, 4.10e-05]    [1.10e-05, 1.52e-06, 2.73e-06, 6.14e-06, 5.12e-06, 5.59e-07, 2.75e-07, 2.18e-05, 4.27e-05, 1.08e-05, 3.43e-04, 3.33e-04, 6.45e-04, 3.86e-04, 6.52e-06, 1.16e-05, 1.33e-05, 1.07e-05, 5.61e-06, 8.69e-06, 2.97e-05, 4.10e-05]    []  
59100     [7.24e-06, 1.87e-06, 2.81e-06, 8.57e-06, 6.03e-06, 4.86e-07, 9.98e-08, 1.23e-06, 5.11e-08, 3.59e-06, 6.54e-05, 1.47e-04, 5.76e-05, 2.63e-05, 3.93e-07, 2.18e-06, 7.66e-07, 1.37e-07, 2.43e-10, 0.00e+00, 1.48e-06, 6.78e-08]    [7.24e-06, 1.87e-06, 2.81e-06, 8.57e-06, 6.03e-06, 4.86e-07, 9.98e-08, 1.23e-06, 5.11e-08, 3.59e-06, 6.54e-05, 1.47e-04, 5.76e-05, 2.63e-05, 3.93e-07, 2.18e-06, 7.66e-07, 1.37e-07, 2.43e-10, 0.00e+00, 1.48e-06, 6.78e-08]    []  
59200     [5.33e-06, 2.72e-06, 2.54e-06, 9.68e-06, 6.87e-06, 9.01e-07, 1.19e-07, 3.02e-06, 1.32e-06, 5.36e-06, 6.05e-05, 1.32e-04, 1.40e-04, 3.13e-04, 1.20e-08, 0.00e+00, 0.00e+00, 0.00e+00, 5.38e-07, 0.00e+00, 3.08e-06, 1.85e-06]    [5.33e-06, 2.72e-06, 2.54e-06, 9.68e-06, 6.87e-06, 9.01e-07, 1.19e-07, 3.02e-06, 1.32e-06, 5.36e-06, 6.05e-05, 1.32e-04, 1.40e-04, 3.13e-04, 1.20e-08, 0.00e+00, 0.00e+00, 0.00e+00, 5.38e-07, 0.00e+00, 3.08e-06, 1.85e-06]    []  
59300     [9.53e-06, 4.41e-06, 2.31e-06, 1.08e-05, 6.99e-06, 1.54e-06, 1.17e-07, 6.98e-06, 1.27e-05, 1.02e-05, 9.82e-05, 2.64e-04, 3.58e-04, 1.03e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.34e-05, 2.08e-05]    [9.53e-06, 4.41e-06, 2.31e-06, 1.08e-05, 6.99e-06, 1.54e-06, 1.17e-07, 6.98e-06, 1.27e-05, 1.02e-05, 9.82e-05, 2.64e-04, 3.58e-04, 1.03e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.34e-05, 2.08e-05]    []  
59400     [4.23e-06, 4.38e-06, 2.31e-06, 7.39e-06, 6.07e-06, 1.38e-06, 1.19e-07, 6.44e-06, 2.70e-07, 1.83e-06, 3.88e-05, 6.03e-05, 2.19e-05, 8.12e-05, 1.39e-09, 9.77e-09, 1.94e-11, 5.15e-08, 0.00e+00, 6.05e-08, 2.55e-06, 3.09e-07]    [4.23e-06, 4.38e-06, 2.31e-06, 7.39e-06, 6.07e-06, 1.38e-06, 1.19e-07, 6.44e-06, 2.70e-07, 1.83e-06, 3.88e-05, 6.03e-05, 2.19e-05, 8.12e-05, 1.39e-09, 9.77e-09, 1.94e-11, 5.15e-08, 0.00e+00, 6.05e-08, 2.55e-06, 3.09e-07]    []  
59500     [2.69e-05, 6.29e-06, 2.39e-06, 9.07e-06, 8.13e-06, 2.62e-06, 4.72e-07, 5.40e-07, 1.30e-04, 7.57e-05, 1.64e-04, 6.61e-04, 2.26e-04, 2.58e-03, 8.16e-05, 7.35e-05, 1.09e-05, 1.01e-05, 0.00e+00, 2.62e-05, 8.09e-07, 1.08e-04]    [2.69e-05, 6.29e-06, 2.39e-06, 9.07e-06, 8.13e-06, 2.62e-06, 4.72e-07, 5.40e-07, 1.30e-04, 7.57e-05, 1.64e-04, 6.61e-04, 2.26e-04, 2.58e-03, 8.16e-05, 7.35e-05, 1.09e-05, 1.01e-05, 0.00e+00, 2.62e-05, 8.09e-07, 1.08e-04]    []  
59600     [7.24e-06, 5.50e-06, 1.90e-06, 5.68e-06, 6.00e-06, 1.62e-06, 1.53e-07, 1.14e-07, 1.33e-07, 2.26e-06, 5.26e-05, 5.52e-05, 1.03e-04, 2.54e-04, 4.93e-06, 4.06e-06, 2.99e-06, 2.20e-06, 1.12e-08, 3.61e-08, 1.50e-07, 1.69e-07]    [7.24e-06, 5.50e-06, 1.90e-06, 5.68e-06, 6.00e-06, 1.62e-06, 1.53e-07, 1.14e-07, 1.33e-07, 2.26e-06, 5.26e-05, 5.52e-05, 1.03e-04, 2.54e-04, 4.93e-06, 4.06e-06, 2.99e-06, 2.20e-06, 1.12e-08, 3.61e-08, 1.50e-07, 1.69e-07]    []  
59700     [3.95e-06, 6.10e-06, 1.65e-06, 5.63e-06, 5.69e-06, 1.62e-06, 1.32e-07, 3.81e-07, 2.85e-08, 5.61e-06, 3.31e-05, 8.01e-05, 7.65e-05, 3.09e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.55e-07, 3.60e-11, 7.73e-07, 6.23e-08]    [3.95e-06, 6.10e-06, 1.65e-06, 5.63e-06, 5.69e-06, 1.62e-06, 1.32e-07, 3.81e-07, 2.85e-08, 5.61e-06, 3.31e-05, 8.01e-05, 7.65e-05, 3.09e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.55e-07, 3.60e-11, 7.73e-07, 6.23e-08]    []  
59800     [3.56e-06, 6.04e-06, 1.60e-06, 4.88e-06, 5.58e-06, 1.62e-06, 1.58e-07, 2.66e-05, 1.87e-07, 9.68e-06, 4.04e-05, 7.64e-05, 1.26e-05, 1.98e-04, 0.00e+00, 2.96e-10, 0.00e+00, 1.52e-08, 5.38e-06, 1.28e-08, 2.79e-05, 2.39e-07]    [3.56e-06, 6.04e-06, 1.60e-06, 4.88e-06, 5.58e-06, 1.62e-06, 1.58e-07, 2.66e-05, 1.87e-07, 9.68e-06, 4.04e-05, 7.64e-05, 1.26e-05, 1.98e-04, 0.00e+00, 2.96e-10, 0.00e+00, 1.52e-08, 5.38e-06, 1.28e-08, 2.79e-05, 2.39e-07]    []  
59900     [3.91e-06, 6.06e-06, 1.59e-06, 4.06e-06, 5.34e-06, 1.51e-06, 1.41e-07, 4.68e-07, 7.06e-06, 7.33e-08, 2.85e-05, 1.39e-05, 1.78e-05, 7.39e-06, 4.42e-07, 2.63e-07, 3.42e-07, 4.69e-07, 0.00e+00, 0.00e+00, 7.18e-07, 4.51e-06]    [3.91e-06, 6.06e-06, 1.59e-06, 4.06e-06, 5.34e-06, 1.51e-06, 1.41e-07, 4.68e-07, 7.06e-06, 7.33e-08, 2.85e-05, 1.39e-05, 1.78e-05, 7.39e-06, 4.42e-07, 2.63e-07, 3.42e-07, 4.69e-07, 0.00e+00, 0.00e+00, 7.18e-07, 4.51e-06]    []  
60000     [7.34e-06, 6.23e-06, 1.53e-06, 3.72e-06, 5.22e-06, 1.52e-06, 1.58e-07, 4.60e-06, 3.26e-07, 3.39e-07, 7.53e-05, 5.95e-05, 2.08e-04, 3.07e-04, 5.02e-06, 3.76e-06, 4.44e-06, 4.51e-06, 1.04e-06, 9.59e-08, 5.49e-06, 4.79e-07]    [7.34e-06, 6.23e-06, 1.53e-06, 3.72e-06, 5.22e-06, 1.52e-06, 1.58e-07, 4.60e-06, 3.26e-07, 3.39e-07, 7.53e-05, 5.95e-05, 2.08e-04, 3.07e-04, 5.02e-06, 3.76e-06, 4.44e-06, 4.51e-06, 1.04e-06, 9.59e-08, 5.49e-06, 4.79e-07]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 42.341824 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
60000     [7.34e-06, 6.23e-06, 1.53e-06, 3.72e-06, 5.22e-06, 1.52e-06, 1.58e-07, 4.60e-06, 3.26e-07, 3.39e-07, 7.53e-05, 5.95e-05, 2.08e-04, 3.07e-04, 5.02e-06, 3.76e-06, 4.44e-06, 4.51e-06, 1.04e-06, 9.59e-08, 5.49e-06, 4.79e-07]    [7.34e-06, 6.23e-06, 1.53e-06, 3.72e-06, 5.22e-06, 1.52e-06, 1.58e-07, 4.60e-06, 3.26e-07, 3.39e-07, 7.53e-05, 5.95e-05, 2.08e-04, 3.07e-04, 5.02e-06, 3.76e-06, 4.44e-06, 4.51e-06, 1.04e-06, 9.59e-08, 5.49e-06, 4.79e-07]    []  
60100     [3.38e-06, 5.89e-06, 1.50e-06, 3.79e-06, 4.89e-06, 1.44e-06, 2.62e-07, 2.10e-06, 2.18e-06, 9.73e-07, 2.70e-05, 1.39e-05, 8.58e-06, 1.99e-06, 1.36e-07, 6.96e-08, 2.25e-07, 6.88e-08, 3.21e-07, 8.79e-07, 1.80e-06, 4.56e-06]    [3.38e-06, 5.89e-06, 1.50e-06, 3.79e-06, 4.89e-06, 1.44e-06, 2.62e-07, 2.10e-06, 2.18e-06, 9.73e-07, 2.70e-05, 1.39e-05, 8.58e-06, 1.99e-06, 1.36e-07, 6.96e-08, 2.25e-07, 6.88e-08, 3.21e-07, 8.79e-07, 1.80e-06, 4.56e-06]    []  
60200     [3.27e-06, 5.92e-06, 1.42e-06, 3.24e-06, 4.32e-06, 1.41e-06, 1.33e-07, 6.07e-06, 8.24e-07, 9.20e-06, 6.59e-05, 5.16e-05, 4.38e-05, 1.42e-05, 2.40e-07, 4.35e-09, 4.13e-07, 2.60e-07, 1.61e-06, 1.72e-07, 8.60e-06, 9.32e-07]    [3.27e-06, 5.92e-06, 1.42e-06, 3.24e-06, 4.32e-06, 1.41e-06, 1.33e-07, 6.07e-06, 8.24e-07, 9.20e-06, 6.59e-05, 5.16e-05, 4.38e-05, 1.42e-05, 2.40e-07, 4.35e-09, 4.13e-07, 2.60e-07, 1.61e-06, 1.72e-07, 8.60e-06, 9.32e-07]    []  
60300     [3.70e-06, 6.06e-06, 1.37e-06, 3.15e-06, 4.42e-06, 1.34e-06, 1.97e-07, 2.13e-05, 3.35e-06, 8.91e-07, 2.11e-05, 1.08e-05, 6.42e-06, 5.45e-07, 1.51e-07, 1.33e-07, 7.62e-08, 1.71e-07, 3.75e-06, 6.28e-07, 2.02e-05, 3.29e-06]    [3.70e-06, 6.06e-06, 1.37e-06, 3.15e-06, 4.42e-06, 1.34e-06, 1.97e-07, 2.13e-05, 3.35e-06, 8.91e-07, 2.11e-05, 1.08e-05, 6.42e-06, 5.45e-07, 1.51e-07, 1.33e-07, 7.62e-08, 1.71e-07, 3.75e-06, 6.28e-07, 2.02e-05, 3.29e-06]    []  
60400     [6.65e-06, 6.43e-06, 1.34e-06, 4.12e-06, 4.43e-06, 1.64e-06, 1.96e-07, 2.50e-06, 4.43e-05, 3.22e-05, 5.39e-05, 3.02e-04, 5.18e-05, 8.76e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.65e-09, 5.86e-07, 0.00e+00, 3.42e-06, 7.02e-05]    [6.65e-06, 6.43e-06, 1.34e-06, 4.12e-06, 4.43e-06, 1.64e-06, 1.96e-07, 2.50e-06, 4.43e-05, 3.22e-05, 5.39e-05, 3.02e-04, 5.18e-05, 8.76e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.65e-09, 5.86e-07, 0.00e+00, 3.42e-06, 7.02e-05]    []  
60500     [4.44e-05, 9.94e-06, 2.20e-06, 8.19e-06, 7.06e-06, 4.15e-06, 7.07e-07, 1.89e-07, 2.12e-04, 2.07e-04, 2.80e-04, 2.43e-03, 1.97e-04, 5.84e-03, 0.00e+00, 0.00e+00, 0.00e+00, 2.65e-07, 2.99e-07, 0.00e+00, 1.31e-06, 3.56e-04]    [4.44e-05, 9.94e-06, 2.20e-06, 8.19e-06, 7.06e-06, 4.15e-06, 7.07e-07, 1.89e-07, 2.12e-04, 2.07e-04, 2.80e-04, 2.43e-03, 1.97e-04, 5.84e-03, 0.00e+00, 0.00e+00, 0.00e+00, 2.65e-07, 2.99e-07, 0.00e+00, 1.31e-06, 3.56e-04]    []  
60600     [3.50e-06, 6.01e-06, 1.21e-06, 2.88e-06, 3.73e-06, 1.36e-06, 2.45e-07, 2.76e-07, 5.02e-08, 1.68e-09, 1.65e-05, 1.02e-05, 5.77e-06, 4.94e-07, 9.90e-08, 4.73e-08, 6.51e-08, 6.74e-08, 1.61e-09, 0.00e+00, 9.87e-07, 1.22e-07]    [3.50e-06, 6.01e-06, 1.21e-06, 2.88e-06, 3.73e-06, 1.36e-06, 2.45e-07, 2.76e-07, 5.02e-08, 1.68e-09, 1.65e-05, 1.02e-05, 5.77e-06, 4.94e-07, 9.90e-08, 4.73e-08, 6.51e-08, 6.74e-08, 1.61e-09, 0.00e+00, 9.87e-07, 1.22e-07]    []  
60700     [4.79e-06, 5.75e-06, 1.44e-06, 2.93e-06, 3.48e-06, 1.34e-06, 2.78e-07, 6.04e-07, 8.94e-07, 1.62e-06, 3.17e-05, 4.28e-05, 1.38e-04, 3.20e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.78e-11, 0.00e+00, 1.92e-07, 1.37e-06, 1.07e-06]    [4.79e-06, 5.75e-06, 1.44e-06, 2.93e-06, 3.48e-06, 1.34e-06, 2.78e-07, 6.04e-07, 8.94e-07, 1.62e-06, 3.17e-05, 4.28e-05, 1.38e-04, 3.20e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.78e-11, 0.00e+00, 1.92e-07, 1.37e-06, 1.07e-06]    []  
60800     [3.38e-06, 5.77e-06, 1.21e-06, 2.71e-06, 3.39e-06, 1.26e-06, 2.60e-07, 1.22e-06, 4.01e-06, 6.98e-07, 2.42e-05, 1.11e-05, 1.60e-05, 5.28e-06, 4.47e-07, 2.40e-07, 3.90e-07, 3.53e-07, 2.11e-07, 8.12e-07, 1.37e-06, 4.20e-06]    [3.38e-06, 5.77e-06, 1.21e-06, 2.71e-06, 3.39e-06, 1.26e-06, 2.60e-07, 1.22e-06, 4.01e-06, 6.98e-07, 2.42e-05, 1.11e-05, 1.60e-05, 5.28e-06, 4.47e-07, 2.40e-07, 3.90e-07, 3.53e-07, 2.11e-07, 8.12e-07, 1.37e-06, 4.20e-06]    []  
60900     [9.97e-06, 6.00e-06, 1.74e-06, 2.43e-06, 3.57e-06, 1.51e-06, 2.83e-07, 2.27e-06, 5.51e-06, 2.58e-05, 6.25e-05, 1.39e-04, 2.96e-05, 3.31e-04, 1.16e-05, 8.21e-06, 1.38e-06, 1.29e-06, 0.00e+00, 3.80e-08, 2.59e-06, 7.00e-06]    [9.97e-06, 6.00e-06, 1.74e-06, 2.43e-06, 3.57e-06, 1.51e-06, 2.83e-07, 2.27e-06, 5.51e-06, 2.58e-05, 6.25e-05, 1.39e-04, 2.96e-05, 3.31e-04, 1.16e-05, 8.21e-06, 1.38e-06, 1.29e-06, 0.00e+00, 3.80e-08, 2.59e-06, 7.00e-06]    []  
61000     [3.84e-06, 5.59e-06, 1.28e-06, 3.13e-06, 3.33e-06, 1.30e-06, 1.80e-07, 4.88e-05, 6.20e-08, 1.59e-05, 3.53e-05, 9.65e-05, 3.81e-05, 3.76e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.50e-08, 7.39e-06, 1.16e-08, 4.14e-05, 6.63e-08]    [3.84e-06, 5.59e-06, 1.28e-06, 3.13e-06, 3.33e-06, 1.30e-06, 1.80e-07, 4.88e-05, 6.20e-08, 1.59e-05, 3.53e-05, 9.65e-05, 3.81e-05, 3.76e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.50e-08, 7.39e-06, 1.16e-08, 4.14e-05, 6.63e-08]    []  
61100     [3.84e-06, 5.43e-06, 1.27e-06, 2.32e-06, 3.05e-06, 1.14e-06, 1.83e-07, 7.32e-06, 9.27e-08, 1.22e-07, 2.47e-05, 1.29e-05, 3.05e-05, 2.60e-05, 4.74e-07, 3.72e-07, 6.17e-07, 6.57e-07, 1.33e-06, 3.04e-08, 8.22e-06, 1.89e-07]    [3.84e-06, 5.43e-06, 1.27e-06, 2.32e-06, 3.05e-06, 1.14e-06, 1.83e-07, 7.32e-06, 9.27e-08, 1.22e-07, 2.47e-05, 1.29e-05, 3.05e-05, 2.60e-05, 4.74e-07, 3.72e-07, 6.17e-07, 6.57e-07, 1.33e-06, 3.04e-08, 8.22e-06, 1.89e-07]    []  
61200     [4.19e-06, 5.45e-06, 1.24e-06, 2.31e-06, 3.02e-06, 1.12e-06, 1.95e-07, 2.22e-07, 8.78e-07, 8.82e-08, 4.02e-05, 2.26e-05, 8.28e-05, 7.91e-05, 1.12e-06, 6.73e-07, 1.61e-06, 1.40e-06, 7.19e-08, 1.79e-07, 4.64e-07, 1.06e-06]    [4.19e-06, 5.45e-06, 1.24e-06, 2.31e-06, 3.02e-06, 1.12e-06, 1.95e-07, 2.22e-07, 8.78e-07, 8.82e-08, 4.02e-05, 2.26e-05, 8.28e-05, 7.91e-05, 1.12e-06, 6.73e-07, 1.61e-06, 1.40e-06, 7.19e-08, 1.79e-07, 4.64e-07, 1.06e-06]    []  
61300     [4.99e-06, 5.36e-06, 1.58e-06, 2.10e-06, 3.18e-06, 1.06e-06, 2.18e-07, 4.55e-05, 4.25e-06, 5.56e-07, 1.53e-05, 1.69e-05, 8.48e-06, 4.17e-06, 2.85e-07, 6.75e-07, 4.48e-07, 6.06e-07, 0.00e+00, 0.00e+00, 5.64e-05, 5.20e-06]    [4.99e-06, 5.36e-06, 1.58e-06, 2.10e-06, 3.18e-06, 1.06e-06, 2.18e-07, 4.55e-05, 4.25e-06, 5.56e-07, 1.53e-05, 1.69e-05, 8.48e-06, 4.17e-06, 2.85e-07, 6.75e-07, 4.48e-07, 6.06e-07, 0.00e+00, 0.00e+00, 5.64e-05, 5.20e-06]    []  
61400     [6.53e-06, 5.22e-06, 1.37e-06, 2.12e-06, 2.98e-06, 1.17e-06, 2.23e-07, 1.18e-06, 3.21e-07, 6.30e-06, 2.70e-05, 5.11e-05, 5.10e-05, 2.72e-04, 3.59e-06, 4.84e-06, 1.92e-06, 1.80e-06, 0.00e+00, 0.00e+00, 1.44e-06, 4.22e-07]    [6.53e-06, 5.22e-06, 1.37e-06, 2.12e-06, 2.98e-06, 1.17e-06, 2.23e-07, 1.18e-06, 3.21e-07, 6.30e-06, 2.70e-05, 5.11e-05, 5.10e-05, 2.72e-04, 3.59e-06, 4.84e-06, 1.92e-06, 1.80e-06, 0.00e+00, 0.00e+00, 1.44e-06, 4.22e-07]    []  
61500     [3.40e-06, 5.21e-06, 1.26e-06, 2.20e-06, 2.81e-06, 1.10e-06, 1.86e-07, 1.04e-05, 8.66e-08, 8.07e-11, 2.17e-05, 1.12e-05, 2.76e-05, 2.26e-05, 2.85e-07, 3.59e-07, 5.22e-07, 4.80e-07, 2.06e-06, 0.00e+00, 1.30e-05, 7.83e-08]    [3.40e-06, 5.21e-06, 1.26e-06, 2.20e-06, 2.81e-06, 1.10e-06, 1.86e-07, 1.04e-05, 8.66e-08, 8.07e-11, 2.17e-05, 1.12e-05, 2.76e-05, 2.26e-05, 2.85e-07, 3.59e-07, 5.22e-07, 4.80e-07, 2.06e-06, 0.00e+00, 1.30e-05, 7.83e-08]    []  
61600     [4.94e-06, 5.65e-06, 1.41e-06, 3.24e-06, 3.04e-06, 1.14e-06, 1.80e-07, 8.23e-06, 7.01e-07, 9.86e-08, 9.69e-05, 1.16e-04, 4.16e-04, 6.03e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.35e-05, 5.75e-07]    [4.94e-06, 5.65e-06, 1.41e-06, 3.24e-06, 3.04e-06, 1.14e-06, 1.80e-07, 8.23e-06, 7.01e-07, 9.86e-08, 9.69e-05, 1.16e-04, 4.16e-04, 6.03e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.35e-05, 5.75e-07]    []  
61700     [3.08e-06, 5.09e-06, 1.25e-06, 2.47e-06, 2.64e-06, 1.07e-06, 1.73e-07, 5.63e-06, 2.45e-08, 1.74e-07, 3.59e-05, 2.81e-05, 1.14e-04, 9.73e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.41e-10, 6.41e-06, 1.22e-08]    [3.08e-06, 5.09e-06, 1.25e-06, 2.47e-06, 2.64e-06, 1.07e-06, 1.73e-07, 5.63e-06, 2.45e-08, 1.74e-07, 3.59e-05, 2.81e-05, 1.14e-04, 9.73e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.41e-10, 6.41e-06, 1.22e-08]    []  
61800     [3.99e-06, 5.00e-06, 1.29e-06, 2.50e-06, 2.65e-06, 1.17e-06, 1.93e-07, 1.31e-07, 3.65e-07, 7.39e-06, 1.90e-05, 8.27e-05, 6.83e-05, 3.53e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.95e-08, 5.18e-07, 1.85e-07]    [3.99e-06, 5.00e-06, 1.29e-06, 2.50e-06, 2.65e-06, 1.17e-06, 1.93e-07, 1.31e-07, 3.65e-07, 7.39e-06, 1.90e-05, 8.27e-05, 6.83e-05, 3.53e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.95e-08, 5.18e-07, 1.85e-07]    []  
61900     [4.24e-06, 5.08e-06, 1.27e-06, 2.10e-06, 2.56e-06, 1.01e-06, 1.84e-07, 1.90e-06, 1.92e-06, 2.87e-07, 5.24e-05, 3.05e-05, 1.44e-04, 1.31e-04, 1.30e-06, 1.18e-06, 2.78e-06, 2.30e-06, 1.27e-07, 0.00e+00, 7.62e-07, 1.31e-06]    [4.24e-06, 5.08e-06, 1.27e-06, 2.10e-06, 2.56e-06, 1.01e-06, 1.84e-07, 1.90e-06, 1.92e-06, 2.87e-07, 5.24e-05, 3.05e-05, 1.44e-04, 1.31e-04, 1.30e-06, 1.18e-06, 2.78e-06, 2.30e-06, 1.27e-07, 0.00e+00, 7.62e-07, 1.31e-06]    []  
62000     [2.73e-06, 4.92e-06, 1.21e-06, 2.30e-06, 2.53e-06, 1.01e-06, 1.88e-07, 1.00e-10, 4.12e-06, 4.79e-07, 1.23e-05, 9.89e-06, 4.20e-06, 1.17e-05, 3.24e-08, 1.50e-08, 5.28e-08, 1.84e-08, 1.21e-07, 5.93e-07, 6.25e-07, 3.71e-06]    [2.73e-06, 4.92e-06, 1.21e-06, 2.30e-06, 2.53e-06, 1.01e-06, 1.88e-07, 1.00e-10, 4.12e-06, 4.79e-07, 1.23e-05, 9.89e-06, 4.20e-06, 1.17e-05, 3.24e-08, 1.50e-08, 5.28e-08, 1.84e-08, 1.21e-07, 5.93e-07, 6.25e-07, 3.71e-06]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 40.835148 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
62000     [2.73e-06, 4.92e-06, 1.21e-06, 2.30e-06, 2.53e-06, 1.01e-06, 1.88e-07, 1.00e-10, 4.12e-06, 4.79e-07, 1.23e-05, 9.89e-06, 4.20e-06, 1.17e-05, 3.24e-08, 1.50e-08, 5.28e-08, 1.84e-08, 1.21e-07, 5.93e-07, 6.25e-07, 3.71e-06]    [2.73e-06, 4.92e-06, 1.21e-06, 2.30e-06, 2.53e-06, 1.01e-06, 1.88e-07, 1.00e-10, 4.12e-06, 4.79e-07, 1.23e-05, 9.89e-06, 4.20e-06, 1.17e-05, 3.24e-08, 1.50e-08, 5.28e-08, 1.84e-08, 1.21e-07, 5.93e-07, 6.25e-07, 3.71e-06]    []  
62100     [7.75e-06, 5.48e-06, 1.41e-06, 3.40e-06, 2.94e-06, 1.28e-06, 2.92e-07, 3.47e-05, 1.80e-06, 1.23e-05, 4.54e-05, 2.13e-04, 2.72e-04, 1.06e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.13e-05, 2.34e-06]    [7.75e-06, 5.48e-06, 1.41e-06, 3.40e-06, 2.94e-06, 1.28e-06, 2.92e-07, 3.47e-05, 1.80e-06, 1.23e-05, 4.54e-05, 2.13e-04, 2.72e-04, 1.06e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.13e-05, 2.34e-06]    []  
62200     [5.57e-06, 4.62e-06, 1.22e-06, 2.14e-06, 2.72e-06, 1.18e-06, 2.45e-07, 1.78e-08, 1.56e-07, 1.23e-05, 5.92e-05, 5.08e-05, 3.03e-05, 1.19e-04, 1.50e-06, 1.47e-06, 2.03e-07, 6.31e-08, 0.00e+00, 7.85e-09, 1.92e-06, 4.81e-08]    [5.57e-06, 4.62e-06, 1.22e-06, 2.14e-06, 2.72e-06, 1.18e-06, 2.45e-07, 1.78e-08, 1.56e-07, 1.23e-05, 5.92e-05, 5.08e-05, 3.03e-05, 1.19e-04, 1.50e-06, 1.47e-06, 2.03e-07, 6.31e-08, 0.00e+00, 7.85e-09, 1.92e-06, 4.81e-08]    []  
62300     [2.68e-06, 4.79e-06, 1.21e-06, 2.24e-06, 2.35e-06, 1.07e-06, 2.17e-07, 6.49e-07, 1.37e-06, 8.70e-08, 9.49e-06, 6.15e-06, 4.90e-06, 4.04e-06, 2.79e-08, 4.68e-08, 4.52e-08, 3.37e-08, 4.43e-08, 2.22e-07, 3.59e-07, 1.44e-06]    [2.68e-06, 4.79e-06, 1.21e-06, 2.24e-06, 2.35e-06, 1.07e-06, 2.17e-07, 6.49e-07, 1.37e-06, 8.70e-08, 9.49e-06, 6.15e-06, 4.90e-06, 4.04e-06, 2.79e-08, 4.68e-08, 4.52e-08, 3.37e-08, 4.43e-08, 2.22e-07, 3.59e-07, 1.44e-06]    []  
62400     [8.55e-06, 4.98e-06, 1.36e-06, 2.14e-06, 2.72e-06, 1.15e-06, 3.28e-07, 1.11e-05, 8.57e-07, 1.92e-05, 3.89e-05, 1.23e-04, 6.05e-05, 5.65e-04, 1.05e-05, 1.13e-05, 2.58e-06, 3.16e-06, 0.00e+00, 0.00e+00, 1.26e-05, 7.35e-07]    [8.55e-06, 4.98e-06, 1.36e-06, 2.14e-06, 2.72e-06, 1.15e-06, 3.28e-07, 1.11e-05, 8.57e-07, 1.92e-05, 3.89e-05, 1.23e-04, 6.05e-05, 5.65e-04, 1.05e-05, 1.13e-05, 2.58e-06, 3.16e-06, 0.00e+00, 0.00e+00, 1.26e-05, 7.35e-07]    []  
62500     [3.88e-06, 4.80e-06, 1.44e-06, 3.05e-06, 2.78e-06, 1.16e-06, 2.97e-07, 2.94e-05, 1.36e-05, 3.34e-05, 6.84e-05, 1.61e-04, 4.40e-05, 6.52e-04, 0.00e+00, 0.00e+00, 4.13e-09, 2.51e-07, 1.74e-06, 0.00e+00, 1.08e-05, 1.66e-05]    [3.88e-06, 4.80e-06, 1.44e-06, 3.05e-06, 2.78e-06, 1.16e-06, 2.97e-07, 2.94e-05, 1.36e-05, 3.34e-05, 6.84e-05, 1.61e-04, 4.40e-05, 6.52e-04, 0.00e+00, 0.00e+00, 4.13e-09, 2.51e-07, 1.74e-06, 0.00e+00, 1.08e-05, 1.66e-05]    []  
62600     [3.63e-05, 7.42e-06, 1.89e-06, 5.02e-06, 5.56e-06, 2.30e-06, 9.52e-07, 2.76e-05, 3.16e-05, 1.10e-04, 2.20e-04, 8.29e-04, 9.04e-04, 5.04e-03, 1.14e-04, 8.25e-05, 1.59e-05, 4.85e-05, 3.46e-06, 4.80e-06, 2.27e-05, 2.54e-05]    [3.63e-05, 7.42e-06, 1.89e-06, 5.02e-06, 5.56e-06, 2.30e-06, 9.52e-07, 2.76e-05, 3.16e-05, 1.10e-04, 2.20e-04, 8.29e-04, 9.04e-04, 5.04e-03, 1.14e-04, 8.25e-05, 1.59e-05, 4.85e-05, 3.46e-06, 4.80e-06, 2.27e-05, 2.54e-05]    []  
62700     [6.62e-06, 4.95e-06, 1.26e-06, 2.40e-06, 2.49e-06, 1.14e-06, 3.31e-07, 5.44e-04, 1.38e-04, 1.17e-05, 1.44e-04, 8.85e-05, 3.28e-04, 2.03e-04, 4.24e-06, 3.21e-06, 6.76e-06, 2.49e-06, 7.10e-05, 2.05e-05, 3.73e-04, 9.70e-05]    [6.62e-06, 4.95e-06, 1.26e-06, 2.40e-06, 2.49e-06, 1.14e-06, 3.31e-07, 5.44e-04, 1.38e-04, 1.17e-05, 1.44e-04, 8.85e-05, 3.28e-04, 2.03e-04, 4.24e-06, 3.21e-06, 6.76e-06, 2.49e-06, 7.10e-05, 2.05e-05, 3.73e-04, 9.70e-05]    []  
62800     [5.42e-06, 4.99e-06, 1.32e-06, 2.27e-06, 3.06e-06, 9.86e-07, 2.58e-07, 4.16e-10, 3.40e-08, 1.86e-06, 2.96e-05, 5.73e-05, 1.54e-05, 8.09e-05, 2.14e-06, 5.19e-06, 4.02e-06, 0.00e+00, 5.36e-12, 1.45e-09, 5.16e-07, 6.87e-08]    [5.42e-06, 4.99e-06, 1.32e-06, 2.27e-06, 3.06e-06, 9.86e-07, 2.58e-07, 4.16e-10, 3.40e-08, 1.86e-06, 2.96e-05, 5.73e-05, 1.54e-05, 8.09e-05, 2.14e-06, 5.19e-06, 4.02e-06, 0.00e+00, 5.36e-12, 1.45e-09, 5.16e-07, 6.87e-08]    []  
62900     [2.62e-06, 4.59e-06, 1.20e-06, 2.28e-06, 2.16e-06, 9.83e-07, 2.08e-07, 1.66e-07, 7.34e-07, 3.31e-08, 3.71e-05, 1.79e-05, 9.16e-05, 4.25e-05, 5.27e-07, 1.44e-07, 8.81e-08, 5.99e-06, 4.99e-08, 0.00e+00, 4.06e-07, 2.36e-07]    [2.62e-06, 4.59e-06, 1.20e-06, 2.28e-06, 2.16e-06, 9.83e-07, 2.08e-07, 1.66e-07, 7.34e-07, 3.31e-08, 3.71e-05, 1.79e-05, 9.16e-05, 4.25e-05, 5.27e-07, 1.44e-07, 8.81e-08, 5.99e-06, 4.99e-08, 0.00e+00, 4.06e-07, 2.36e-07]    []  
63000     [1.13e-05, 5.14e-06, 1.38e-06, 2.42e-06, 2.73e-06, 1.22e-06, 3.61e-07, 2.52e-06, 4.17e-07, 7.73e-06, 8.42e-05, 1.64e-04, 5.06e-04, 1.26e-03, 1.65e-05, 1.30e-05, 1.12e-05, 1.39e-05, 2.74e-07, 9.69e-09, 1.62e-06, 7.67e-08]    [1.13e-05, 5.14e-06, 1.38e-06, 2.42e-06, 2.73e-06, 1.22e-06, 3.61e-07, 2.52e-06, 4.17e-07, 7.73e-06, 8.42e-05, 1.64e-04, 5.06e-04, 1.26e-03, 1.65e-05, 1.30e-05, 1.12e-05, 1.39e-05, 2.74e-07, 9.69e-09, 1.62e-06, 7.67e-08]    []  
63100     [4.38e-06, 4.82e-06, 1.26e-06, 2.99e-06, 2.65e-06, 1.03e-06, 2.24e-07, 3.70e-05, 5.04e-06, 2.05e-06, 1.49e-04, 1.12e-04, 4.79e-04, 4.44e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.95e-05, 4.22e-06]    [4.38e-06, 4.82e-06, 1.26e-06, 2.99e-06, 2.65e-06, 1.03e-06, 2.24e-07, 3.70e-05, 5.04e-06, 2.05e-06, 1.49e-04, 1.12e-04, 4.79e-04, 4.44e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.95e-05, 4.22e-06]    []  
63200     [2.59e-06, 4.54e-06, 1.18e-06, 2.86e-06, 2.68e-06, 1.13e-06, 2.38e-07, 2.87e-06, 2.32e-06, 2.25e-06, 1.19e-05, 5.05e-05, 4.29e-05, 1.93e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.10e-08, 1.51e-07, 7.06e-07, 9.77e-07]    [2.59e-06, 4.54e-06, 1.18e-06, 2.86e-06, 2.68e-06, 1.13e-06, 2.38e-07, 2.87e-06, 2.32e-06, 2.25e-06, 1.19e-05, 5.05e-05, 4.29e-05, 1.93e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.10e-08, 1.51e-07, 7.06e-07, 9.77e-07]    []  
63300     [2.35e-06, 4.53e-06, 1.22e-06, 3.10e-06, 3.32e-06, 7.97e-07, 2.09e-07, 2.88e-05, 6.04e-07, 7.68e-06, 1.11e-04, 5.92e-05, 1.57e-04, 4.91e-06, 5.51e-07, 0.00e+00, 0.00e+00, 2.12e-05, 0.00e+00, 1.45e-07, 1.14e-05, 9.29e-07]    [2.35e-06, 4.53e-06, 1.22e-06, 3.10e-06, 3.32e-06, 7.97e-07, 2.09e-07, 2.88e-05, 6.04e-07, 7.68e-06, 1.11e-04, 5.92e-05, 1.57e-04, 4.91e-06, 5.51e-07, 0.00e+00, 0.00e+00, 2.12e-05, 0.00e+00, 1.45e-07, 1.14e-05, 9.29e-07]    []  
63400     [4.66e-06, 5.04e-06, 1.73e-06, 1.77e-06, 2.99e-06, 1.11e-06, 2.89e-07, 1.87e-07, 3.10e-05, 5.15e-06, 1.33e-05, 2.05e-05, 1.02e-05, 6.20e-05, 7.50e-07, 2.31e-06, 3.77e-06, 4.09e-09, 1.26e-07, 0.00e+00, 9.34e-07, 2.20e-05]    [4.66e-06, 5.04e-06, 1.73e-06, 1.77e-06, 2.99e-06, 1.11e-06, 2.89e-07, 1.87e-07, 3.10e-05, 5.15e-06, 1.33e-05, 2.05e-05, 1.02e-05, 6.20e-05, 7.50e-07, 2.31e-06, 3.77e-06, 4.09e-09, 1.26e-07, 0.00e+00, 9.34e-07, 2.20e-05]    []  
63500     [4.63e-06, 4.85e-06, 1.28e-06, 3.67e-06, 3.21e-06, 1.32e-06, 3.27e-07, 9.46e-05, 3.33e-07, 4.19e-05, 6.31e-05, 2.13e-04, 3.25e-05, 6.89e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.17e-06, 8.79e-08, 5.31e-05, 5.60e-07]    [4.63e-06, 4.85e-06, 1.28e-06, 3.67e-06, 3.21e-06, 1.32e-06, 3.27e-07, 9.46e-05, 3.33e-07, 4.19e-05, 6.31e-05, 2.13e-04, 3.25e-05, 6.89e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.17e-06, 8.79e-08, 5.31e-05, 5.60e-07]    []  
63600     [7.26e-06, 4.49e-06, 1.26e-06, 2.14e-06, 2.75e-06, 1.45e-06, 3.93e-07, 3.23e-06, 9.30e-08, 5.30e-06, 9.14e-05, 1.34e-04, 9.50e-05, 2.44e-04, 4.14e-06, 4.79e-06, 0.00e+00, 1.23e-07, 8.78e-07, 6.86e-09, 4.84e-06, 9.25e-08]    [7.26e-06, 4.49e-06, 1.26e-06, 2.14e-06, 2.75e-06, 1.45e-06, 3.93e-07, 3.23e-06, 9.30e-08, 5.30e-06, 9.14e-05, 1.34e-04, 9.50e-05, 2.44e-04, 4.14e-06, 4.79e-06, 0.00e+00, 1.23e-07, 8.78e-07, 6.86e-09, 4.84e-06, 9.25e-08]    []  
63700     [5.02e-06, 4.74e-06, 1.38e-06, 2.62e-06, 3.64e-06, 1.43e-06, 2.51e-07, 2.76e-06, 2.94e-06, 5.29e-06, 4.03e-05, 1.24e-04, 2.85e-04, 6.81e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.77e-08, 0.00e+00, 8.77e-07, 3.46e-06]    [5.02e-06, 4.74e-06, 1.38e-06, 2.62e-06, 3.64e-06, 1.43e-06, 2.51e-07, 2.76e-06, 2.94e-06, 5.29e-06, 4.03e-05, 1.24e-04, 2.85e-04, 6.81e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.77e-08, 0.00e+00, 8.77e-07, 3.46e-06]    []  
63800     [2.16e-06, 4.30e-06, 1.18e-06, 1.97e-06, 2.77e-06, 1.07e-06, 1.75e-07, 3.78e-07, 2.20e-06, 1.94e-08, 5.93e-06, 4.80e-06, 3.62e-06, 7.25e-06, 2.12e-07, 3.98e-07, 1.74e-07, 1.02e-07, 3.91e-09, 1.12e-07, 4.73e-07, 7.08e-07]    [2.16e-06, 4.30e-06, 1.18e-06, 1.97e-06, 2.77e-06, 1.07e-06, 1.75e-07, 3.78e-07, 2.20e-06, 1.94e-08, 5.93e-06, 4.80e-06, 3.62e-06, 7.25e-06, 2.12e-07, 3.98e-07, 1.74e-07, 1.02e-07, 3.91e-09, 1.12e-07, 4.73e-07, 7.08e-07]    []  
63900     [1.93e-06, 4.32e-06, 1.17e-06, 2.00e-06, 2.73e-06, 1.10e-06, 1.74e-07, 2.91e-08, 2.07e-07, 1.46e-07, 9.61e-06, 4.89e-06, 7.63e-06, 2.63e-06, 1.74e-07, 2.16e-07, 1.85e-07, 1.62e-07, 1.06e-09, 2.49e-09, 2.40e-07, 1.65e-07]    [1.93e-06, 4.32e-06, 1.17e-06, 2.00e-06, 2.73e-06, 1.10e-06, 1.74e-07, 2.91e-08, 2.07e-07, 1.46e-07, 9.61e-06, 4.89e-06, 7.63e-06, 2.63e-06, 1.74e-07, 2.16e-07, 1.85e-07, 1.62e-07, 1.06e-09, 2.49e-09, 2.40e-07, 1.65e-07]    []  
64000     [2.44e-06, 4.36e-06, 1.15e-06, 2.22e-06, 2.77e-06, 1.10e-06, 1.70e-07, 6.07e-06, 5.01e-06, 6.26e-07, 2.12e-05, 3.28e-05, 1.03e-04, 1.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.43e-06, 3.43e-06]    [2.44e-06, 4.36e-06, 1.15e-06, 2.22e-06, 2.77e-06, 1.10e-06, 1.70e-07, 6.07e-06, 5.01e-06, 6.26e-07, 2.12e-05, 3.28e-05, 1.03e-04, 1.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.43e-06, 3.43e-06]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 41.984926 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
64000     [2.44e-06, 4.36e-06, 1.15e-06, 2.22e-06, 2.77e-06, 1.10e-06, 1.70e-07, 6.07e-06, 5.01e-06, 6.26e-07, 2.12e-05, 3.28e-05, 1.03e-04, 1.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.43e-06, 3.43e-06]    [2.44e-06, 4.36e-06, 1.15e-06, 2.22e-06, 2.77e-06, 1.10e-06, 1.70e-07, 6.07e-06, 5.01e-06, 6.26e-07, 2.12e-05, 3.28e-05, 1.03e-04, 1.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.43e-06, 3.43e-06]    []  
64100     [3.04e-06, 4.72e-06, 1.23e-06, 2.85e-06, 2.81e-06, 1.14e-06, 1.87e-07, 7.43e-06, 8.38e-07, 9.69e-06, 1.52e-05, 8.32e-05, 6.34e-05, 3.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.30e-07, 7.56e-08, 2.60e-06, 5.04e-07]    [3.04e-06, 4.72e-06, 1.23e-06, 2.85e-06, 2.81e-06, 1.14e-06, 1.87e-07, 7.43e-06, 8.38e-07, 9.69e-06, 1.52e-05, 8.32e-05, 6.34e-05, 3.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.30e-07, 7.56e-08, 2.60e-06, 5.04e-07]    []  
64200     [4.60e-06, 4.88e-06, 1.90e-06, 1.86e-06, 2.85e-06, 9.98e-07, 3.10e-07, 3.21e-06, 1.18e-06, 1.32e-05, 2.40e-05, 3.05e-05, 1.81e-05, 3.28e-05, 8.40e-07, 5.61e-07, 1.85e-07, 6.78e-07, 7.85e-07, 1.31e-08, 4.45e-06, 2.11e-07]    [4.60e-06, 4.88e-06, 1.90e-06, 1.86e-06, 2.85e-06, 9.98e-07, 3.10e-07, 3.21e-06, 1.18e-06, 1.32e-05, 2.40e-05, 3.05e-05, 1.81e-05, 3.28e-05, 8.40e-07, 5.61e-07, 1.85e-07, 6.78e-07, 7.85e-07, 1.31e-08, 4.45e-06, 2.11e-07]    []  
64300     [2.77e-06, 4.56e-06, 1.20e-06, 2.94e-06, 2.65e-06, 8.99e-07, 1.62e-07, 1.95e-06, 9.49e-11, 1.38e-06, 1.13e-04, 7.13e-05, 3.15e-04, 2.01e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.00e-08, 3.13e-06, 1.77e-07]    [2.77e-06, 4.56e-06, 1.20e-06, 2.94e-06, 2.65e-06, 8.99e-07, 1.62e-07, 1.95e-06, 9.49e-11, 1.38e-06, 1.13e-04, 7.13e-05, 3.15e-04, 2.01e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.00e-08, 3.13e-06, 1.77e-07]    []  
64400     [2.22e-06, 4.32e-06, 1.14e-06, 2.22e-06, 2.47e-06, 1.08e-06, 1.93e-07, 1.26e-05, 1.96e-10, 3.21e-07, 6.76e-06, 5.65e-06, 3.31e-06, 2.05e-06, 8.89e-08, 2.49e-07, 5.10e-08, 1.34e-08, 4.54e-07, 1.67e-10, 2.64e-06, 2.08e-07]    [2.22e-06, 4.32e-06, 1.14e-06, 2.22e-06, 2.47e-06, 1.08e-06, 1.93e-07, 1.26e-05, 1.96e-10, 3.21e-07, 6.76e-06, 5.65e-06, 3.31e-06, 2.05e-06, 8.89e-08, 2.49e-07, 5.10e-08, 1.34e-08, 4.54e-07, 1.67e-10, 2.64e-06, 2.08e-07]    []  
64500     [1.90e-06, 4.38e-06, 1.17e-06, 2.12e-06, 2.56e-06, 1.10e-06, 1.93e-07, 1.00e-06, 2.18e-06, 3.32e-07, 5.44e-06, 5.00e-06, 2.60e-06, 2.24e-06, 1.33e-07, 1.92e-07, 3.58e-08, 1.59e-08, 9.55e-09, 1.96e-07, 4.94e-07, 1.29e-06]    [1.90e-06, 4.38e-06, 1.17e-06, 2.12e-06, 2.56e-06, 1.10e-06, 1.93e-07, 1.00e-06, 2.18e-06, 3.32e-07, 5.44e-06, 5.00e-06, 2.60e-06, 2.24e-06, 1.33e-07, 1.92e-07, 3.58e-08, 1.59e-08, 9.55e-09, 1.96e-07, 4.94e-07, 1.29e-06]    []  
64600     [3.17e-06, 4.25e-06, 1.22e-06, 2.07e-06, 2.63e-06, 9.55e-07, 2.06e-07, 1.77e-05, 9.52e-07, 8.15e-07, 8.24e-06, 1.10e-05, 1.25e-05, 4.24e-05, 5.20e-07, 1.17e-06, 3.71e-07, 4.39e-07, 3.17e-07, 9.90e-08, 2.21e-06, 5.79e-07]    [3.17e-06, 4.25e-06, 1.22e-06, 2.07e-06, 2.63e-06, 9.55e-07, 2.06e-07, 1.77e-05, 9.52e-07, 8.15e-07, 8.24e-06, 1.10e-05, 1.25e-05, 4.24e-05, 5.20e-07, 1.17e-06, 3.71e-07, 4.39e-07, 3.17e-07, 9.90e-08, 2.21e-06, 5.79e-07]    []  
64700     [2.17e-06, 4.41e-06, 1.17e-06, 2.21e-06, 2.44e-06, 9.55e-07, 1.81e-07, 6.41e-08, 8.19e-06, 4.25e-07, 5.18e-06, 4.83e-06, 4.74e-06, 1.25e-05, 2.25e-07, 4.21e-07, 1.71e-07, 7.02e-08, 5.49e-10, 0.00e+00, 3.76e-07, 6.25e-06]    [2.17e-06, 4.41e-06, 1.17e-06, 2.21e-06, 2.44e-06, 9.55e-07, 1.81e-07, 6.41e-08, 8.19e-06, 4.25e-07, 5.18e-06, 4.83e-06, 4.74e-06, 1.25e-05, 2.25e-07, 4.21e-07, 1.71e-07, 7.02e-08, 5.49e-10, 0.00e+00, 3.76e-07, 6.25e-06]    []  
64800     [1.26e-05, 5.75e-06, 1.70e-06, 4.22e-06, 3.51e-06, 1.51e-06, 3.61e-07, 2.00e-06, 3.18e-06, 4.08e-05, 9.33e-05, 4.41e-04, 6.98e-04, 2.51e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-06, 1.13e-06]    [1.26e-05, 5.75e-06, 1.70e-06, 4.22e-06, 3.51e-06, 1.51e-06, 3.61e-07, 2.00e-06, 3.18e-06, 4.08e-05, 9.33e-05, 4.41e-04, 6.98e-04, 2.51e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-06, 1.13e-06]    []  
64900     [3.07e-06, 3.94e-06, 1.13e-06, 1.66e-06, 1.97e-06, 1.10e-06, 1.65e-07, 5.21e-05, 9.07e-06, 1.23e-07, 7.84e-05, 5.19e-05, 2.72e-04, 1.70e-04, 7.06e-07, 6.26e-07, 1.09e-05, 9.20e-07, 0.00e+00, 0.00e+00, 4.55e-05, 7.13e-06]    [3.07e-06, 3.94e-06, 1.13e-06, 1.66e-06, 1.97e-06, 1.10e-06, 1.65e-07, 5.21e-05, 9.07e-06, 1.23e-07, 7.84e-05, 5.19e-05, 2.72e-04, 1.70e-04, 7.06e-07, 6.26e-07, 1.09e-05, 9.20e-07, 0.00e+00, 0.00e+00, 4.55e-05, 7.13e-06]    []  
65000     [7.15e-06, 4.98e-06, 1.46e-06, 3.84e-06, 2.78e-06, 1.17e-06, 2.46e-07, 3.44e-07, 1.74e-06, 1.54e-05, 7.21e-05, 2.04e-04, 4.73e-04, 1.24e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-07, 0.00e+00, 1.15e-06, 1.43e-06]    [7.15e-06, 4.98e-06, 1.46e-06, 3.84e-06, 2.78e-06, 1.17e-06, 2.46e-07, 3.44e-07, 1.74e-06, 1.54e-05, 7.21e-05, 2.04e-04, 4.73e-04, 1.24e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-07, 0.00e+00, 1.15e-06, 1.43e-06]    []  
65100     [2.08e-06, 4.18e-06, 1.17e-06, 1.92e-06, 2.21e-06, 1.13e-06, 2.01e-07, 1.90e-06, 7.21e-07, 4.30e-06, 1.63e-05, 9.70e-06, 4.51e-06, 1.72e-05, 1.21e-09, 2.21e-08, 3.35e-08, 8.87e-09, 1.13e-07, 7.91e-10, 7.10e-07, 6.21e-08]    [2.08e-06, 4.18e-06, 1.17e-06, 1.92e-06, 2.21e-06, 1.13e-06, 2.01e-07, 1.90e-06, 7.21e-07, 4.30e-06, 1.63e-05, 9.70e-06, 4.51e-06, 1.72e-05, 1.21e-09, 2.21e-08, 3.35e-08, 8.87e-09, 1.13e-07, 7.91e-10, 7.10e-07, 6.21e-08]    []  
65200     [2.33e-06, 4.41e-06, 1.20e-06, 2.57e-06, 2.42e-06, 1.06e-06, 1.49e-07, 3.90e-06, 4.88e-06, 3.17e-06, 1.90e-05, 4.50e-05, 1.25e-04, 2.70e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.35e-07, 4.16e-11, 1.46e-06, 3.44e-07]    [2.33e-06, 4.41e-06, 1.20e-06, 2.57e-06, 2.42e-06, 1.06e-06, 1.49e-07, 3.90e-06, 4.88e-06, 3.17e-06, 1.90e-05, 4.50e-05, 1.25e-04, 2.70e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.35e-07, 4.16e-11, 1.46e-06, 3.44e-07]    []  
65300     [2.45e-06, 4.17e-06, 1.19e-06, 2.03e-06, 2.82e-06, 1.14e-06, 2.21e-07, 1.51e-06, 9.53e-07, 1.61e-06, 5.50e-06, 1.90e-05, 6.17e-06, 9.69e-06, 9.25e-07, 9.36e-07, 1.63e-06, 0.00e+00, 5.97e-08, 7.76e-09, 6.85e-07, 8.03e-07]    [2.45e-06, 4.17e-06, 1.19e-06, 2.03e-06, 2.82e-06, 1.14e-06, 2.21e-07, 1.51e-06, 9.53e-07, 1.61e-06, 5.50e-06, 1.90e-05, 6.17e-06, 9.69e-06, 9.25e-07, 9.36e-07, 1.63e-06, 0.00e+00, 5.97e-08, 7.76e-09, 6.85e-07, 8.03e-07]    []  
65400     [1.87e-06, 4.29e-06, 1.17e-06, 2.24e-06, 2.43e-06, 1.10e-06, 1.59e-07, 1.40e-05, 1.03e-05, 1.71e-06, 1.28e-05, 6.94e-06, 9.15e-06, 2.08e-06, 7.83e-08, 2.29e-07, 5.87e-08, 1.35e-10, 0.00e+00, 0.00e+00, 2.42e-05, 9.11e-06]    [1.87e-06, 4.29e-06, 1.17e-06, 2.24e-06, 2.43e-06, 1.10e-06, 1.59e-07, 1.40e-05, 1.03e-05, 1.71e-06, 1.28e-05, 6.94e-06, 9.15e-06, 2.08e-06, 7.83e-08, 2.29e-07, 5.87e-08, 1.35e-10, 0.00e+00, 0.00e+00, 2.42e-05, 9.11e-06]    []  
65500     [1.38e-05, 4.93e-06, 1.45e-06, 2.55e-06, 2.89e-06, 1.36e-06, 3.64e-07, 1.00e-05, 5.59e-07, 2.32e-05, 8.42e-05, 2.36e-04, 5.55e-04, 1.56e-03, 2.37e-05, 2.19e-05, 1.34e-05, 1.33e-05, 1.36e-06, 4.72e-09, 9.17e-06, 9.97e-08]    [1.38e-05, 4.93e-06, 1.45e-06, 2.55e-06, 2.89e-06, 1.36e-06, 3.64e-07, 1.00e-05, 5.59e-07, 2.32e-05, 8.42e-05, 2.36e-04, 5.55e-04, 1.56e-03, 2.37e-05, 2.19e-05, 1.34e-05, 1.33e-05, 1.36e-06, 4.72e-09, 9.17e-06, 9.97e-08]    []  
65600     [2.60e-06, 4.18e-06, 1.18e-06, 2.07e-06, 2.47e-06, 9.68e-07, 1.79e-07, 8.69e-06, 7.72e-07, 7.97e-06, 5.31e-05, 2.91e-05, 4.73e-05, 4.44e-06, 2.97e-07, 9.95e-08, 5.18e-08, 3.12e-09, 0.00e+00, 9.63e-08, 8.30e-06, 5.84e-07]    [2.60e-06, 4.18e-06, 1.18e-06, 2.07e-06, 2.47e-06, 9.68e-07, 1.79e-07, 8.69e-06, 7.72e-07, 7.97e-06, 5.31e-05, 2.91e-05, 4.73e-05, 4.44e-06, 2.97e-07, 9.95e-08, 5.18e-08, 3.12e-09, 0.00e+00, 9.63e-08, 8.30e-06, 5.84e-07]    []  
65700     [2.03e-06, 4.18e-06, 1.13e-06, 2.46e-06, 2.31e-06, 9.84e-07, 1.60e-07, 3.37e-06, 4.96e-06, 9.31e-07, 5.93e-05, 3.77e-05, 1.46e-04, 8.18e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.04e-06, 5.87e-07]    [2.03e-06, 4.18e-06, 1.13e-06, 2.46e-06, 2.31e-06, 9.84e-07, 1.60e-07, 3.37e-06, 4.96e-06, 9.31e-07, 5.93e-05, 3.77e-05, 1.46e-04, 8.18e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.04e-06, 5.87e-07]    []  
65800     [4.49e-06, 4.59e-06, 1.30e-06, 3.41e-06, 2.46e-06, 1.07e-06, 1.71e-07, 1.51e-08, 2.00e-08, 1.29e-06, 1.03e-04, 1.28e-04, 4.39e-04, 6.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.63e-13, 4.65e-08, 4.79e-07, 2.75e-07]    [4.49e-06, 4.59e-06, 1.30e-06, 3.41e-06, 2.46e-06, 1.07e-06, 1.71e-07, 1.51e-08, 2.00e-08, 1.29e-06, 1.03e-04, 1.28e-04, 4.39e-04, 6.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.63e-13, 4.65e-08, 4.79e-07, 2.75e-07]    []  
65900     [2.23e-06, 4.09e-06, 1.13e-06, 2.02e-06, 2.20e-06, 1.03e-06, 1.62e-07, 1.91e-07, 7.81e-05, 9.53e-07, 5.37e-06, 5.56e-06, 7.82e-06, 2.72e-05, 2.83e-07, 5.99e-07, 2.18e-07, 2.25e-07, 9.07e-08, 0.00e+00, 6.26e-07, 8.74e-05]    [2.23e-06, 4.09e-06, 1.13e-06, 2.02e-06, 2.20e-06, 1.03e-06, 1.62e-07, 1.91e-07, 7.81e-05, 9.53e-07, 5.37e-06, 5.56e-06, 7.82e-06, 2.72e-05, 2.83e-07, 5.99e-07, 2.18e-07, 2.25e-07, 9.07e-08, 0.00e+00, 6.26e-07, 8.74e-05]    []  
66000     [1.94e-06, 4.17e-06, 1.12e-06, 2.60e-06, 2.21e-06, 1.03e-06, 1.46e-07, 4.29e-06, 5.29e-08, 2.11e-06, 6.51e-05, 3.54e-05, 1.36e-04, 5.56e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.82e-08, 1.48e-06, 2.67e-07]    [1.94e-06, 4.17e-06, 1.12e-06, 2.60e-06, 2.21e-06, 1.03e-06, 1.46e-07, 4.29e-06, 5.29e-08, 2.11e-06, 6.51e-05, 3.54e-05, 1.36e-04, 5.56e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.82e-08, 1.48e-06, 2.67e-07]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 41.590841 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
66000     [1.94e-06, 4.17e-06, 1.12e-06, 2.60e-06, 2.21e-06, 1.03e-06, 1.46e-07, 4.29e-06, 5.29e-08, 2.11e-06, 6.51e-05, 3.54e-05, 1.36e-04, 5.56e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.82e-08, 1.48e-06, 2.67e-07]    [1.94e-06, 4.17e-06, 1.12e-06, 2.60e-06, 2.21e-06, 1.03e-06, 1.46e-07, 4.29e-06, 5.29e-08, 2.11e-06, 6.51e-05, 3.54e-05, 1.36e-04, 5.56e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.82e-08, 1.48e-06, 2.67e-07]    []  
66100     [5.70e-06, 4.16e-06, 1.69e-06, 2.68e-06, 2.96e-06, 1.12e-06, 4.16e-07, 5.16e-06, 2.47e-06, 1.78e-04, 3.93e-04, 1.19e-04, 1.60e-04, 2.13e-04, 5.31e-06, 4.45e-12, 0.00e+00, 4.09e-07, 3.47e-08, 0.00e+00, 4.87e-07, 3.76e-05]    [5.70e-06, 4.16e-06, 1.69e-06, 2.68e-06, 2.96e-06, 1.12e-06, 4.16e-07, 5.16e-06, 2.47e-06, 1.78e-04, 3.93e-04, 1.19e-04, 1.60e-04, 2.13e-04, 5.31e-06, 4.45e-12, 0.00e+00, 4.09e-07, 3.47e-08, 0.00e+00, 4.87e-07, 3.76e-05]    []  
66200     [1.61e-06, 4.06e-06, 1.12e-06, 2.10e-06, 2.38e-06, 1.22e-06, 1.59e-07, 1.05e-08, 4.62e-11, 6.05e-10, 3.73e-06, 2.48e-06, 9.91e-07, 6.90e-08, 1.86e-08, 3.15e-08, 7.02e-08, 8.62e-08, 1.34e-08, 1.41e-09, 2.13e-07, 2.08e-08]    [1.61e-06, 4.06e-06, 1.12e-06, 2.10e-06, 2.38e-06, 1.22e-06, 1.59e-07, 1.05e-08, 4.62e-11, 6.05e-10, 3.73e-06, 2.48e-06, 9.91e-07, 6.90e-08, 1.86e-08, 3.15e-08, 7.02e-08, 8.62e-08, 1.34e-08, 1.41e-09, 2.13e-07, 2.08e-08]    []  
66300     [6.78e-06, 5.55e-06, 1.92e-06, 4.24e-06, 4.76e-06, 1.31e-06, 1.15e-06, 6.54e-05, 8.24e-04, 3.21e-05, 4.72e-05, 8.79e-05, 2.95e-04, 8.78e-04, 4.28e-06, 1.23e-05, 8.58e-06, 1.08e-05, 0.00e+00, 0.00e+00, 4.69e-05, 1.84e-03]    [6.78e-06, 5.55e-06, 1.92e-06, 4.24e-06, 4.76e-06, 1.31e-06, 1.15e-06, 6.54e-05, 8.24e-04, 3.21e-05, 4.72e-05, 8.79e-05, 2.95e-04, 8.78e-04, 4.28e-06, 1.23e-05, 8.58e-06, 1.08e-05, 0.00e+00, 0.00e+00, 4.69e-05, 1.84e-03]    []  
66400     [1.43e-06, 4.00e-06, 1.08e-06, 2.20e-06, 2.21e-06, 1.26e-06, 3.23e-07, 1.31e-07, 3.25e-07, 9.45e-09, 2.78e-06, 2.12e-06, 8.40e-07, 3.70e-07, 2.10e-08, 5.50e-08, 1.41e-08, 4.62e-08, 3.14e-07, 1.59e-08, 1.83e-06, 1.18e-07]    [1.43e-06, 4.00e-06, 1.08e-06, 2.20e-06, 2.21e-06, 1.26e-06, 3.23e-07, 1.31e-07, 3.25e-07, 9.45e-09, 2.78e-06, 2.12e-06, 8.40e-07, 3.70e-07, 2.10e-08, 5.50e-08, 1.41e-08, 4.62e-08, 3.14e-07, 1.59e-08, 1.83e-06, 1.18e-07]    []  
66500     [1.46e-06, 3.84e-06, 1.06e-06, 2.10e-06, 2.16e-06, 1.26e-06, 2.90e-07, 9.75e-08, 1.65e-08, 5.31e-08, 5.22e-06, 2.73e-06, 4.62e-06, 1.75e-06, 3.21e-08, 1.26e-07, 7.89e-08, 9.54e-08, 9.98e-09, 3.39e-09, 2.61e-07, 3.57e-08]    [1.46e-06, 3.84e-06, 1.06e-06, 2.10e-06, 2.16e-06, 1.26e-06, 2.90e-07, 9.75e-08, 1.65e-08, 5.31e-08, 5.22e-06, 2.73e-06, 4.62e-06, 1.75e-06, 3.21e-08, 1.26e-07, 7.89e-08, 9.54e-08, 9.98e-09, 3.39e-09, 2.61e-07, 3.57e-08]    []  
66600     [2.80e-06, 4.09e-06, 1.16e-06, 1.85e-06, 2.24e-06, 1.36e-06, 3.76e-07, 5.98e-06, 5.48e-09, 1.68e-05, 7.42e-05, 5.03e-05, 4.72e-05, 4.27e-05, 6.74e-07, 6.81e-07, 7.80e-08, 5.61e-08, 0.00e+00, 3.51e-10, 8.52e-06, 9.96e-08]    [2.80e-06, 4.09e-06, 1.16e-06, 1.85e-06, 2.24e-06, 1.36e-06, 3.76e-07, 5.98e-06, 5.48e-09, 1.68e-05, 7.42e-05, 5.03e-05, 4.72e-05, 4.27e-05, 6.74e-07, 6.81e-07, 7.80e-08, 5.61e-08, 0.00e+00, 3.51e-10, 8.52e-06, 9.96e-08]    []  
66700     [2.50e-06, 3.84e-06, 1.08e-06, 2.00e-06, 2.17e-06, 1.28e-06, 2.80e-07, 8.56e-07, 1.02e-08, 3.26e-06, 6.32e-06, 1.45e-05, 9.08e-06, 6.84e-05, 9.48e-07, 1.33e-06, 2.90e-07, 6.18e-07, 0.00e+00, 1.44e-09, 1.14e-06, 3.92e-08]    [2.50e-06, 3.84e-06, 1.08e-06, 2.00e-06, 2.17e-06, 1.28e-06, 2.80e-07, 8.56e-07, 1.02e-08, 3.26e-06, 6.32e-06, 1.45e-05, 9.08e-06, 6.84e-05, 9.48e-07, 1.33e-06, 2.90e-07, 6.18e-07, 0.00e+00, 1.44e-09, 1.14e-06, 3.92e-08]    []  
66800     [2.52e-06, 4.06e-06, 1.17e-06, 1.94e-06, 2.22e-06, 1.23e-06, 2.69e-07, 2.82e-05, 1.15e-09, 1.70e-06, 1.83e-05, 1.14e-05, 7.22e-05, 9.85e-05, 6.45e-07, 3.57e-07, 6.58e-07, 1.80e-06, 0.00e+00, 7.35e-10, 3.34e-05, 3.56e-08]    [2.52e-06, 4.06e-06, 1.17e-06, 1.94e-06, 2.22e-06, 1.23e-06, 2.69e-07, 2.82e-05, 1.15e-09, 1.70e-06, 1.83e-05, 1.14e-05, 7.22e-05, 9.85e-05, 6.45e-07, 3.57e-07, 6.58e-07, 1.80e-06, 0.00e+00, 7.35e-10, 3.34e-05, 3.56e-08]    []  
66900     [2.84e-06, 3.93e-06, 1.10e-06, 2.06e-06, 2.24e-06, 1.21e-06, 2.76e-07, 1.79e-05, 2.32e-08, 1.01e-05, 1.47e-05, 2.94e-05, 1.10e-05, 1.34e-04, 2.05e-06, 2.33e-06, 5.17e-07, 5.72e-07, 0.00e+00, 9.68e-10, 1.47e-05, 4.31e-08]    [2.84e-06, 3.93e-06, 1.10e-06, 2.06e-06, 2.24e-06, 1.21e-06, 2.76e-07, 1.79e-05, 2.32e-08, 1.01e-05, 1.47e-05, 2.94e-05, 1.10e-05, 1.34e-04, 2.05e-06, 2.33e-06, 5.17e-07, 5.72e-07, 0.00e+00, 9.68e-10, 1.47e-05, 4.31e-08]    []  
67000     [2.44e-06, 4.04e-06, 1.11e-06, 2.03e-06, 2.16e-06, 1.18e-06, 2.46e-07, 1.17e-05, 2.83e-08, 6.29e-06, 1.16e-05, 1.55e-05, 4.35e-06, 5.21e-05, 6.83e-07, 6.50e-07, 1.18e-07, 2.76e-07, 0.00e+00, 6.74e-11, 9.86e-06, 1.29e-07]    [2.44e-06, 4.04e-06, 1.11e-06, 2.03e-06, 2.16e-06, 1.18e-06, 2.46e-07, 1.17e-05, 2.83e-08, 6.29e-06, 1.16e-05, 1.55e-05, 4.35e-06, 5.21e-05, 6.83e-07, 6.50e-07, 1.18e-07, 2.76e-07, 0.00e+00, 6.74e-11, 9.86e-06, 1.29e-07]    []  
67100     [1.51e-06, 4.07e-06, 1.08e-06, 2.49e-06, 2.11e-06, 1.15e-06, 1.80e-07, 3.43e-07, 6.54e-08, 3.46e-07, 1.28e-05, 1.78e-05, 5.72e-05, 8.31e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.71e-09, 9.32e-09, 2.46e-07, 6.97e-08]    [1.51e-06, 4.07e-06, 1.08e-06, 2.49e-06, 2.11e-06, 1.15e-06, 1.80e-07, 3.43e-07, 6.54e-08, 3.46e-07, 1.28e-05, 1.78e-05, 5.72e-05, 8.31e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.71e-09, 9.32e-09, 2.46e-07, 6.97e-08]    []  
67200     [2.89e-06, 4.47e-06, 1.08e-06, 2.39e-06, 2.56e-06, 1.58e-06, 2.41e-07, 2.86e-05, 1.78e-06, 8.74e-05, 2.06e-04, 2.53e-04, 3.26e-05, 6.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 3.47e-08, 4.04e-06, 1.33e-07, 2.63e-05, 8.92e-07]    [2.89e-06, 4.47e-06, 1.08e-06, 2.39e-06, 2.56e-06, 1.58e-06, 2.41e-07, 2.86e-05, 1.78e-06, 8.74e-05, 2.06e-04, 2.53e-04, 3.26e-05, 6.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 3.47e-08, 4.04e-06, 1.33e-07, 2.63e-05, 8.92e-07]    []  
67300     [5.55e-06, 4.43e-06, 1.35e-06, 2.17e-06, 2.55e-06, 1.26e-06, 3.39e-07, 3.60e-05, 4.81e-08, 2.32e-05, 3.24e-05, 6.94e-05, 1.24e-04, 5.84e-04, 5.77e-06, 6.81e-06, 2.88e-06, 3.63e-06, 0.00e+00, 7.51e-09, 3.97e-05, 5.15e-08]    [5.55e-06, 4.43e-06, 1.35e-06, 2.17e-06, 2.55e-06, 1.26e-06, 3.39e-07, 3.60e-05, 4.81e-08, 2.32e-05, 3.24e-05, 6.94e-05, 1.24e-04, 5.84e-04, 5.77e-06, 6.81e-06, 2.88e-06, 3.63e-06, 0.00e+00, 7.51e-09, 3.97e-05, 5.15e-08]    []  
67400     [1.64e-06, 3.98e-06, 1.10e-06, 2.11e-06, 2.17e-06, 1.19e-06, 2.22e-07, 5.10e-07, 4.95e-06, 8.35e-07, 1.11e-05, 5.55e-06, 1.15e-05, 9.69e-07, 6.53e-08, 9.46e-09, 3.00e-08, 2.26e-07, 2.64e-07, 1.01e-06, 1.60e-06, 6.57e-06]    [1.64e-06, 3.98e-06, 1.10e-06, 2.11e-06, 2.17e-06, 1.19e-06, 2.22e-07, 5.10e-07, 4.95e-06, 8.35e-07, 1.11e-05, 5.55e-06, 1.15e-05, 9.69e-07, 6.53e-08, 9.46e-09, 3.00e-08, 2.26e-07, 2.64e-07, 1.01e-06, 1.60e-06, 6.57e-06]    []  
67500     [1.25e-06, 4.06e-06, 1.06e-06, 2.16e-06, 2.08e-06, 1.21e-06, 2.09e-07, 5.11e-06, 5.54e-06, 1.16e-05, 5.20e-05, 2.27e-05, 2.60e-05, 1.86e-05, 6.28e-08, 4.54e-09, 0.00e+00, 1.14e-06, 1.37e-06, 0.00e+00, 9.16e-06, 4.89e-06]    [1.25e-06, 4.06e-06, 1.06e-06, 2.16e-06, 2.08e-06, 1.21e-06, 2.09e-07, 5.11e-06, 5.54e-06, 1.16e-05, 5.20e-05, 2.27e-05, 2.60e-05, 1.86e-05, 6.28e-08, 4.54e-09, 0.00e+00, 1.14e-06, 1.37e-06, 0.00e+00, 9.16e-06, 4.89e-06]    []  
67600     [3.43e-06, 4.12e-06, 1.23e-06, 2.17e-06, 2.26e-06, 1.19e-06, 3.08e-07, 2.75e-05, 4.03e-06, 1.30e-05, 2.22e-05, 3.53e-05, 7.07e-06, 1.12e-04, 2.68e-06, 2.01e-06, 1.63e-07, 9.62e-07, 0.00e+00, 1.22e-07, 2.30e-05, 6.81e-07]    [3.43e-06, 4.12e-06, 1.23e-06, 2.17e-06, 2.26e-06, 1.19e-06, 3.08e-07, 2.75e-05, 4.03e-06, 1.30e-05, 2.22e-05, 3.53e-05, 7.07e-06, 1.12e-04, 2.68e-06, 2.01e-06, 1.63e-07, 9.62e-07, 0.00e+00, 1.22e-07, 2.30e-05, 6.81e-07]    []  
67700     [3.73e-06, 4.02e-06, 1.12e-06, 2.12e-06, 2.10e-06, 1.27e-06, 2.52e-07, 3.05e-06, 2.01e-08, 5.97e-06, 1.46e-05, 3.79e-05, 7.88e-05, 2.55e-04, 3.09e-06, 3.00e-06, 1.76e-06, 1.63e-06, 1.92e-07, 2.99e-09, 1.16e-06, 2.51e-08]    [3.73e-06, 4.02e-06, 1.12e-06, 2.12e-06, 2.10e-06, 1.27e-06, 2.52e-07, 3.05e-06, 2.01e-08, 5.97e-06, 1.46e-05, 3.79e-05, 7.88e-05, 2.55e-04, 3.09e-06, 3.00e-06, 1.76e-06, 1.63e-06, 1.92e-07, 2.99e-09, 1.16e-06, 2.51e-08]    []  
67800     [3.29e-06, 4.51e-06, 1.12e-06, 2.56e-06, 2.32e-06, 1.42e-06, 1.88e-07, 9.00e-06, 5.88e-06, 2.02e-05, 1.79e-05, 1.40e-04, 8.16e-05, 5.99e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.11e-07, 0.00e+00, 1.78e-06, 6.69e-06]    [3.29e-06, 4.51e-06, 1.12e-06, 2.56e-06, 2.32e-06, 1.42e-06, 1.88e-07, 9.00e-06, 5.88e-06, 2.02e-05, 1.79e-05, 1.40e-04, 8.16e-05, 5.99e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.11e-07, 0.00e+00, 1.78e-06, 6.69e-06]    []  
67900     [1.70e-06, 3.91e-06, 1.10e-06, 2.14e-06, 2.01e-06, 1.24e-06, 1.94e-07, 8.04e-07, 8.52e-07, 3.87e-07, 2.27e-05, 1.12e-05, 4.85e-05, 2.09e-05, 2.68e-07, 1.47e-07, 3.48e-07, 5.04e-07, 1.97e-07, 0.00e+00, 1.18e-06, 6.96e-07]    [1.70e-06, 3.91e-06, 1.10e-06, 2.14e-06, 2.01e-06, 1.24e-06, 1.94e-07, 8.04e-07, 8.52e-07, 3.87e-07, 2.27e-05, 1.12e-05, 4.85e-05, 2.09e-05, 2.68e-07, 1.47e-07, 3.48e-07, 5.04e-07, 1.97e-07, 0.00e+00, 1.18e-06, 6.96e-07]    []  
68000     [1.06e-06, 4.03e-06, 1.10e-06, 2.44e-06, 1.96e-06, 1.26e-06, 2.02e-07, 1.17e-06, 7.25e-07, 5.87e-07, 1.64e-06, 6.47e-06, 4.19e-06, 2.06e-05, 1.40e-12, 6.49e-11, 3.97e-10, 0.00e+00, 1.72e-07, 0.00e+00, 1.02e-06, 6.48e-07]    [1.06e-06, 4.03e-06, 1.10e-06, 2.44e-06, 1.96e-06, 1.26e-06, 2.02e-07, 1.17e-06, 7.25e-07, 5.87e-07, 1.64e-06, 6.47e-06, 4.19e-06, 2.06e-05, 1.40e-12, 6.49e-11, 3.97e-10, 0.00e+00, 1.72e-07, 0.00e+00, 1.02e-06, 6.48e-07]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 42.546798 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
68000     [1.06e-06, 4.03e-06, 1.10e-06, 2.44e-06, 1.96e-06, 1.26e-06, 2.02e-07, 1.17e-06, 7.25e-07, 5.87e-07, 1.64e-06, 6.47e-06, 4.19e-06, 2.06e-05, 1.40e-12, 6.49e-11, 3.97e-10, 0.00e+00, 1.72e-07, 0.00e+00, 1.02e-06, 6.48e-07]    [1.06e-06, 4.03e-06, 1.10e-06, 2.44e-06, 1.96e-06, 1.26e-06, 2.02e-07, 1.17e-06, 7.25e-07, 5.87e-07, 1.64e-06, 6.47e-06, 4.19e-06, 2.06e-05, 1.40e-12, 6.49e-11, 3.97e-10, 0.00e+00, 1.72e-07, 0.00e+00, 1.02e-06, 6.48e-07]    []  
68100     [1.16e-06, 3.90e-06, 1.09e-06, 2.36e-06, 1.89e-06, 1.27e-06, 1.76e-07, 3.69e-07, 1.68e-08, 6.59e-07, 2.22e-06, 4.18e-06, 1.12e-06, 1.01e-05, 1.30e-09, 0.00e+00, 3.98e-12, 3.91e-09, 1.29e-07, 1.25e-09, 7.24e-07, 2.14e-08]    [1.16e-06, 3.90e-06, 1.09e-06, 2.36e-06, 1.89e-06, 1.27e-06, 1.76e-07, 3.69e-07, 1.68e-08, 6.59e-07, 2.22e-06, 4.18e-06, 1.12e-06, 1.01e-05, 1.30e-09, 0.00e+00, 3.98e-12, 3.91e-09, 1.29e-07, 1.25e-09, 7.24e-07, 2.14e-08]    []  
68200     [1.57e-06, 3.93e-06, 1.15e-06, 2.64e-06, 1.86e-06, 1.26e-06, 1.60e-07, 4.04e-06, 9.05e-07, 1.28e-06, 6.16e-05, 3.82e-05, 1.54e-04, 6.50e-05, 4.34e-09, 2.13e-08, 0.00e+00, 0.00e+00, 0.00e+00, 8.29e-09, 6.91e-06, 1.63e-07]    [1.57e-06, 3.93e-06, 1.15e-06, 2.64e-06, 1.86e-06, 1.26e-06, 1.60e-07, 4.04e-06, 9.05e-07, 1.28e-06, 6.16e-05, 3.82e-05, 1.54e-04, 6.50e-05, 4.34e-09, 2.13e-08, 0.00e+00, 0.00e+00, 0.00e+00, 8.29e-09, 6.91e-06, 1.63e-07]    []  
68300     [2.57e-06, 4.82e-06, 2.03e-06, 2.72e-06, 2.33e-06, 1.49e-06, 2.68e-07, 1.30e-04, 5.48e-07, 1.78e-06, 3.96e-05, 1.47e-05, 9.90e-05, 2.70e-05, 1.35e-06, 1.96e-08, 2.64e-06, 7.08e-08, 0.00e+00, 0.00e+00, 2.85e-04, 1.38e-05]    [2.57e-06, 4.82e-06, 2.03e-06, 2.72e-06, 2.33e-06, 1.49e-06, 2.68e-07, 1.30e-04, 5.48e-07, 1.78e-06, 3.96e-05, 1.47e-05, 9.90e-05, 2.70e-05, 1.35e-06, 1.96e-08, 2.64e-06, 7.08e-08, 0.00e+00, 0.00e+00, 2.85e-04, 1.38e-05]    []  
68400     [1.50e-06, 4.18e-06, 1.12e-06, 2.29e-06, 2.09e-06, 1.17e-06, 1.37e-07, 8.26e-11, 6.40e-07, 2.24e-07, 1.52e-06, 1.76e-06, 8.66e-07, 4.93e-07, 3.50e-08, 5.58e-08, 3.25e-08, 2.60e-08, 3.48e-09, 1.54e-07, 4.28e-08, 1.02e-06]    [1.50e-06, 4.18e-06, 1.12e-06, 2.29e-06, 2.09e-06, 1.17e-06, 1.37e-07, 8.26e-11, 6.40e-07, 2.24e-07, 1.52e-06, 1.76e-06, 8.66e-07, 4.93e-07, 3.50e-08, 5.58e-08, 3.25e-08, 2.60e-08, 3.48e-09, 1.54e-07, 4.28e-08, 1.02e-06]    []  
68500     [1.21e-06, 3.92e-06, 1.06e-06, 2.14e-06, 2.09e-06, 1.31e-06, 1.61e-07, 1.13e-06, 6.30e-08, 2.60e-09, 6.95e-07, 7.02e-07, 2.87e-07, 7.19e-08, 5.94e-09, 1.16e-08, 1.10e-08, 1.21e-08, 7.32e-08, 6.94e-12, 4.43e-07, 1.94e-07]    [1.21e-06, 3.92e-06, 1.06e-06, 2.14e-06, 2.09e-06, 1.31e-06, 1.61e-07, 1.13e-06, 6.30e-08, 2.60e-09, 6.95e-07, 7.02e-07, 2.87e-07, 7.19e-08, 5.94e-09, 1.16e-08, 1.10e-08, 1.21e-08, 7.32e-08, 6.94e-12, 4.43e-07, 1.94e-07]    []  
68600     [1.35e-06, 3.69e-06, 1.08e-06, 2.25e-06, 2.00e-06, 1.38e-06, 1.59e-07, 7.55e-05, 2.27e-07, 1.74e-06, 8.63e-05, 4.96e-05, 1.85e-04, 4.57e-05, 1.36e-07, 1.98e-07, 0.00e+00, 0.00e+00, 0.00e+00, 2.79e-09, 9.95e-05, 1.31e-08]    [1.35e-06, 3.69e-06, 1.08e-06, 2.25e-06, 2.00e-06, 1.38e-06, 1.59e-07, 7.55e-05, 2.27e-07, 1.74e-06, 8.63e-05, 4.96e-05, 1.85e-04, 4.57e-05, 1.36e-07, 1.98e-07, 0.00e+00, 0.00e+00, 0.00e+00, 2.79e-09, 9.95e-05, 1.31e-08]    []  
68700     [1.34e-06, 3.64e-06, 1.04e-06, 2.02e-06, 2.14e-06, 1.41e-06, 1.76e-07, 4.21e-06, 2.25e-07, 1.00e-08, 3.59e-06, 2.51e-06, 9.24e-06, 8.74e-06, 3.83e-08, 1.08e-07, 6.64e-08, 1.77e-07, 9.66e-07, 1.80e-08, 6.49e-06, 1.26e-07]    [1.34e-06, 3.64e-06, 1.04e-06, 2.02e-06, 2.14e-06, 1.41e-06, 1.76e-07, 4.21e-06, 2.25e-07, 1.00e-08, 3.59e-06, 2.51e-06, 9.24e-06, 8.74e-06, 3.83e-08, 1.08e-07, 6.64e-08, 1.77e-07, 9.66e-07, 1.80e-08, 6.49e-06, 1.26e-07]    []  
68800     [1.23e-06, 3.81e-06, 1.08e-06, 2.42e-06, 1.83e-06, 1.44e-06, 2.89e-07, 2.62e-08, 1.12e-07, 1.54e-07, 1.86e-06, 1.58e-06, 2.83e-06, 5.36e-06, 1.45e-08, 6.43e-08, 5.42e-08, 1.85e-07, 3.23e-09, 4.47e-09, 6.20e-08, 1.47e-06]    [1.23e-06, 3.81e-06, 1.08e-06, 2.42e-06, 1.83e-06, 1.44e-06, 2.89e-07, 2.62e-08, 1.12e-07, 1.54e-07, 1.86e-06, 1.58e-06, 2.83e-06, 5.36e-06, 1.45e-08, 6.43e-08, 5.42e-08, 1.85e-07, 3.23e-09, 4.47e-09, 6.20e-08, 1.47e-06]    []  
68900     [2.06e-06, 3.71e-06, 1.16e-06, 2.46e-06, 2.24e-06, 1.41e-06, 1.91e-07, 1.63e-05, 2.65e-08, 1.23e-08, 5.39e-05, 4.10e-05, 1.76e-04, 8.63e-05, 1.94e-09, 1.64e-08, 0.00e+00, 0.00e+00, 2.05e-06, 4.28e-10, 1.37e-05, 6.96e-09]    [2.06e-06, 3.71e-06, 1.16e-06, 2.46e-06, 2.24e-06, 1.41e-06, 1.91e-07, 1.63e-05, 2.65e-08, 1.23e-08, 5.39e-05, 4.10e-05, 1.76e-04, 8.63e-05, 1.94e-09, 1.64e-08, 0.00e+00, 0.00e+00, 2.05e-06, 4.28e-10, 1.37e-05, 6.96e-09]    []  
69000     [2.79e-06, 3.70e-06, 1.16e-06, 2.22e-06, 2.07e-06, 1.56e-06, 2.22e-07, 4.63e-07, 7.21e-10, 3.56e-07, 3.99e-05, 2.77e-05, 1.49e-04, 1.45e-04, 1.16e-06, 6.14e-07, 1.56e-06, 2.25e-06, 0.00e+00, 2.00e-10, 8.96e-07, 2.90e-09]    [2.79e-06, 3.70e-06, 1.16e-06, 2.22e-06, 2.07e-06, 1.56e-06, 2.22e-07, 4.63e-07, 7.21e-10, 3.56e-07, 3.99e-05, 2.77e-05, 1.49e-04, 1.45e-04, 1.16e-06, 6.14e-07, 1.56e-06, 2.25e-06, 0.00e+00, 2.00e-10, 8.96e-07, 2.90e-09]    []  
69100     [1.33e-06, 3.73e-06, 1.08e-06, 2.32e-06, 1.92e-06, 1.54e-06, 1.79e-07, 2.29e-05, 1.70e-08, 1.26e-07, 1.29e-06, 2.90e-06, 7.83e-07, 4.27e-06, 5.48e-08, 2.07e-07, 8.32e-08, 3.56e-09, 2.40e-06, 2.20e-09, 1.58e-05, 1.30e-08]    [1.33e-06, 3.73e-06, 1.08e-06, 2.32e-06, 1.92e-06, 1.54e-06, 1.79e-07, 2.29e-05, 1.70e-08, 1.26e-07, 1.29e-06, 2.90e-06, 7.83e-07, 4.27e-06, 5.48e-08, 2.07e-07, 8.32e-08, 3.56e-09, 2.40e-06, 2.20e-09, 1.58e-05, 1.30e-08]    []  
69200     [1.44e-06, 3.73e-06, 1.10e-06, 2.31e-06, 1.85e-06, 1.56e-06, 1.71e-07, 5.91e-07, 2.17e-08, 4.88e-07, 1.39e-06, 2.60e-06, 7.45e-07, 5.77e-06, 6.83e-08, 1.71e-07, 1.75e-08, 6.10e-08, 3.57e-08, 7.92e-13, 2.21e-07, 1.09e-08]    [1.44e-06, 3.73e-06, 1.10e-06, 2.31e-06, 1.85e-06, 1.56e-06, 1.71e-07, 5.91e-07, 2.17e-08, 4.88e-07, 1.39e-06, 2.60e-06, 7.45e-07, 5.77e-06, 6.83e-08, 1.71e-07, 1.75e-08, 6.10e-08, 3.57e-08, 7.92e-13, 2.21e-07, 1.09e-08]    []  
69300     [2.35e-06, 3.69e-06, 1.12e-06, 2.15e-06, 1.86e-06, 1.57e-06, 2.66e-07, 4.91e-09, 3.63e-07, 1.31e-06, 1.30e-05, 1.97e-05, 7.04e-05, 1.31e-04, 9.84e-07, 1.48e-06, 8.91e-07, 1.17e-06, 4.56e-09, 5.85e-11, 7.43e-08, 2.70e-07]    [2.35e-06, 3.69e-06, 1.12e-06, 2.15e-06, 1.86e-06, 1.57e-06, 2.66e-07, 4.91e-09, 3.63e-07, 1.31e-06, 1.30e-05, 1.97e-05, 7.04e-05, 1.31e-04, 9.84e-07, 1.48e-06, 8.91e-07, 1.17e-06, 4.56e-09, 5.85e-11, 7.43e-08, 2.70e-07]    []  
69400     [4.93e-06, 3.85e-06, 1.25e-06, 2.35e-06, 2.37e-06, 1.55e-06, 2.96e-07, 2.83e-06, 3.72e-10, 1.24e-05, 1.90e-05, 6.61e-05, 5.25e-05, 3.73e-04, 7.11e-06, 5.47e-06, 2.45e-06, 1.91e-06, 0.00e+00, 1.67e-10, 4.80e-06, 4.91e-08]    [4.93e-06, 3.85e-06, 1.25e-06, 2.35e-06, 2.37e-06, 1.55e-06, 2.96e-07, 2.83e-06, 3.72e-10, 1.24e-05, 1.90e-05, 6.61e-05, 5.25e-05, 3.73e-04, 7.11e-06, 5.47e-06, 2.45e-06, 1.91e-06, 0.00e+00, 1.67e-10, 4.80e-06, 4.91e-08]    []  
69500     [1.55e-06, 3.74e-06, 1.12e-06, 2.54e-06, 1.84e-06, 1.41e-06, 1.65e-07, 6.42e-06, 4.63e-08, 1.20e-06, 1.42e-05, 1.34e-05, 2.53e-05, 4.84e-07, 5.10e-07, 1.10e-07, 1.78e-09, 1.07e-08, 6.10e-07, 4.30e-09, 4.13e-06, 2.54e-08]    [1.55e-06, 3.74e-06, 1.12e-06, 2.54e-06, 1.84e-06, 1.41e-06, 1.65e-07, 6.42e-06, 4.63e-08, 1.20e-06, 1.42e-05, 1.34e-05, 2.53e-05, 4.84e-07, 5.10e-07, 1.10e-07, 1.78e-09, 1.07e-08, 6.10e-07, 4.30e-09, 4.13e-06, 2.54e-08]    []  
69600     [3.77e-06, 3.70e-06, 1.12e-06, 2.27e-06, 2.21e-06, 1.64e-06, 2.28e-07, 4.43e-07, 9.27e-08, 7.08e-06, 1.19e-05, 4.23e-05, 2.98e-05, 2.29e-04, 4.43e-06, 3.34e-06, 5.10e-07, 2.64e-06, 4.58e-08, 5.70e-09, 2.75e-07, 2.98e-08]    [3.77e-06, 3.70e-06, 1.12e-06, 2.27e-06, 2.21e-06, 1.64e-06, 2.28e-07, 4.43e-07, 9.27e-08, 7.08e-06, 1.19e-05, 4.23e-05, 2.98e-05, 2.29e-04, 4.43e-06, 3.34e-06, 5.10e-07, 2.64e-06, 4.58e-08, 5.70e-09, 2.75e-07, 2.98e-08]    []  
69700     [3.36e-05, 7.09e-06, 1.75e-06, 5.08e-06, 5.55e-06, 2.96e-06, 1.13e-06, 1.01e-05, 2.17e-06, 2.26e-04, 5.28e-04, 8.52e-04, 3.51e-04, 4.90e-03, 8.48e-05, 1.05e-04, 4.88e-05, 7.02e-06, 3.06e-07, 8.27e-08, 1.87e-06, 4.71e-07]    [3.36e-05, 7.09e-06, 1.75e-06, 5.08e-06, 5.55e-06, 2.96e-06, 1.13e-06, 1.01e-05, 2.17e-06, 2.26e-04, 5.28e-04, 8.52e-04, 3.51e-04, 4.90e-03, 8.48e-05, 1.05e-04, 4.88e-05, 7.02e-06, 3.06e-07, 8.27e-08, 1.87e-06, 4.71e-07]    []  
69800     [1.19e-06, 3.84e-06, 1.09e-06, 2.35e-06, 1.74e-06, 1.52e-06, 1.59e-07, 4.00e-08, 1.90e-08, 1.09e-07, 1.77e-06, 1.72e-06, 2.41e-06, 1.13e-07, 2.55e-08, 6.78e-08, 5.12e-10, 1.62e-08, 2.57e-10, 2.89e-10, 9.53e-08, 7.77e-08]    [1.19e-06, 3.84e-06, 1.09e-06, 2.35e-06, 1.74e-06, 1.52e-06, 1.59e-07, 4.00e-08, 1.90e-08, 1.09e-07, 1.77e-06, 1.72e-06, 2.41e-06, 1.13e-07, 2.55e-08, 6.78e-08, 5.12e-10, 1.62e-08, 2.57e-10, 2.89e-10, 9.53e-08, 7.77e-08]    []  
69900     [2.83e-06, 3.80e-06, 1.14e-06, 2.18e-06, 1.86e-06, 1.54e-06, 2.00e-07, 4.23e-07, 1.04e-07, 1.90e-06, 6.03e-06, 1.72e-05, 3.21e-05, 1.21e-04, 1.39e-06, 1.29e-06, 9.81e-07, 5.31e-07, 3.22e-09, 7.07e-09, 1.05e-06, 4.26e-08]    [2.83e-06, 3.80e-06, 1.14e-06, 2.18e-06, 1.86e-06, 1.54e-06, 2.00e-07, 4.23e-07, 1.04e-07, 1.90e-06, 6.03e-06, 1.72e-05, 3.21e-05, 1.21e-04, 1.39e-06, 1.29e-06, 9.81e-07, 5.31e-07, 3.22e-09, 7.07e-09, 1.05e-06, 4.26e-08]    []  
70000     [1.57e-06, 3.69e-06, 1.09e-06, 2.25e-06, 1.92e-06, 1.40e-06, 2.40e-07, 6.51e-08, 7.75e-06, 4.99e-07, 2.22e-06, 5.76e-06, 1.24e-05, 3.35e-05, 3.39e-07, 5.01e-07, 2.40e-07, 2.00e-07, 0.00e+00, 7.78e-07, 2.14e-07, 4.69e-06]    [1.57e-06, 3.69e-06, 1.09e-06, 2.25e-06, 1.92e-06, 1.40e-06, 2.40e-07, 6.51e-08, 7.75e-06, 4.99e-07, 2.22e-06, 5.76e-06, 1.24e-05, 3.35e-05, 3.39e-07, 5.01e-07, 2.40e-07, 2.00e-07, 0.00e+00, 7.78e-07, 2.14e-07, 4.69e-06]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 42.442417 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
70000     [1.57e-06, 3.69e-06, 1.09e-06, 2.25e-06, 1.92e-06, 1.40e-06, 2.40e-07, 6.51e-08, 7.75e-06, 4.99e-07, 2.22e-06, 5.76e-06, 1.24e-05, 3.35e-05, 3.39e-07, 5.01e-07, 2.40e-07, 2.00e-07, 0.00e+00, 7.78e-07, 2.14e-07, 4.69e-06]    [1.57e-06, 3.69e-06, 1.09e-06, 2.25e-06, 1.92e-06, 1.40e-06, 2.40e-07, 6.51e-08, 7.75e-06, 4.99e-07, 2.22e-06, 5.76e-06, 1.24e-05, 3.35e-05, 3.39e-07, 5.01e-07, 2.40e-07, 2.00e-07, 0.00e+00, 7.78e-07, 2.14e-07, 4.69e-06]    []  
70100     [1.38e-06, 3.68e-06, 1.11e-06, 2.43e-06, 1.64e-06, 1.44e-06, 2.00e-07, 2.74e-06, 4.49e-06, 2.83e-07, 3.92e-05, 2.01e-05, 1.15e-04, 4.05e-05, 3.54e-07, 1.61e-07, 6.74e-07, 7.78e-07, 9.14e-08, 3.58e-07, 4.99e-07, 2.33e-06]    [1.38e-06, 3.68e-06, 1.11e-06, 2.43e-06, 1.64e-06, 1.44e-06, 2.00e-07, 2.74e-06, 4.49e-06, 2.83e-07, 3.92e-05, 2.01e-05, 1.15e-04, 4.05e-05, 3.54e-07, 1.61e-07, 6.74e-07, 7.78e-07, 9.14e-08, 3.58e-07, 4.99e-07, 2.33e-06]    []  
70200     [1.53e-06, 3.82e-06, 1.12e-06, 2.52e-06, 1.79e-06, 1.47e-06, 3.56e-07, 9.25e-06, 2.22e-07, 2.31e-06, 3.66e-05, 1.75e-05, 5.43e-05, 4.74e-07, 2.53e-08, 1.64e-07, 1.26e-09, 6.40e-08, 0.00e+00, 1.49e-07, 4.68e-06, 9.44e-07]    [1.53e-06, 3.82e-06, 1.12e-06, 2.52e-06, 1.79e-06, 1.47e-06, 3.56e-07, 9.25e-06, 2.22e-07, 2.31e-06, 3.66e-05, 1.75e-05, 5.43e-05, 4.74e-07, 2.53e-08, 1.64e-07, 1.26e-09, 6.40e-08, 0.00e+00, 1.49e-07, 4.68e-06, 9.44e-07]    []  
70300     [7.77e-07, 3.75e-06, 1.08e-06, 2.48e-06, 1.66e-06, 1.49e-06, 1.84e-07, 6.53e-07, 2.49e-10, 1.89e-07, 7.59e-07, 2.15e-06, 6.14e-07, 4.88e-06, 5.69e-12, 0.00e+00, 1.28e-10, 2.55e-09, 0.00e+00, 2.24e-10, 1.03e-06, 1.00e-07]    [7.77e-07, 3.75e-06, 1.08e-06, 2.48e-06, 1.66e-06, 1.49e-06, 1.84e-07, 6.53e-07, 2.49e-10, 1.89e-07, 7.59e-07, 2.15e-06, 6.14e-07, 4.88e-06, 5.69e-12, 0.00e+00, 1.28e-10, 2.55e-09, 0.00e+00, 2.24e-10, 1.03e-06, 1.00e-07]    []  
70400     [1.75e-06, 4.03e-06, 1.13e-06, 2.95e-06, 1.68e-06, 1.57e-06, 1.58e-07, 1.60e-07, 7.24e-10, 1.95e-06, 1.84e-05, 4.20e-05, 1.41e-04, 2.57e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.61e-07, 6.61e-09, 1.64e-06, 3.64e-08]    [1.75e-06, 4.03e-06, 1.13e-06, 2.95e-06, 1.68e-06, 1.57e-06, 1.58e-07, 1.60e-07, 7.24e-10, 1.95e-06, 1.84e-05, 4.20e-05, 1.41e-04, 2.57e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.61e-07, 6.61e-09, 1.64e-06, 3.64e-08]    []  
70500     [2.83e-06, 4.38e-06, 1.14e-06, 3.20e-06, 2.21e-06, 1.65e-06, 1.70e-07, 8.20e-05, 1.26e-05, 1.12e-05, 9.01e-06, 7.97e-05, 9.28e-05, 4.26e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.21e-05, 0.00e+00, 7.07e-05, 1.65e-05]    [2.83e-06, 4.38e-06, 1.14e-06, 3.20e-06, 2.21e-06, 1.65e-06, 1.70e-07, 8.20e-05, 1.26e-05, 1.12e-05, 9.01e-06, 7.97e-05, 9.28e-05, 4.26e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.21e-05, 0.00e+00, 7.07e-05, 1.65e-05]    []  
70600     [3.32e-06, 3.84e-06, 1.14e-06, 2.38e-06, 1.76e-06, 1.58e-06, 2.31e-07, 1.44e-06, 4.67e-08, 1.75e-06, 2.40e-05, 3.91e-05, 1.40e-04, 2.58e-04, 2.59e-06, 2.62e-06, 1.82e-06, 2.11e-06, 3.83e-07, 2.04e-09, 2.56e-06, 1.80e-08]    [3.32e-06, 3.84e-06, 1.14e-06, 2.38e-06, 1.76e-06, 1.58e-06, 2.31e-07, 1.44e-06, 4.67e-08, 1.75e-06, 2.40e-05, 3.91e-05, 1.40e-04, 2.58e-04, 2.59e-06, 2.62e-06, 1.82e-06, 2.11e-06, 3.83e-07, 2.04e-09, 2.56e-06, 1.80e-08]    []  
70700     [1.44e-06, 4.04e-06, 1.22e-06, 3.68e-06, 1.54e-06, 1.61e-06, 2.83e-07, 4.64e-08, 1.35e-06, 6.02e-08, 8.29e-07, 7.56e-07, 8.69e-07, 2.02e-07, 1.45e-07, 5.76e-08, 4.20e-08, 2.08e-08, 1.92e-12, 4.29e-07, 2.40e-07, 2.62e-06]    [1.44e-06, 4.04e-06, 1.22e-06, 3.68e-06, 1.54e-06, 1.61e-06, 2.83e-07, 4.64e-08, 1.35e-06, 6.02e-08, 8.29e-07, 7.56e-07, 8.69e-07, 2.02e-07, 1.45e-07, 5.76e-08, 4.20e-08, 2.08e-08, 1.92e-12, 4.29e-07, 2.40e-07, 2.62e-06]    []  
70800     [1.04e-06, 3.88e-06, 1.17e-06, 2.89e-06, 1.35e-06, 1.52e-06, 2.51e-07, 2.34e-10, 7.64e-11, 9.12e-10, 4.16e-07, 4.11e-07, 5.05e-07, 1.78e-08, 1.68e-08, 5.13e-09, 9.20e-09, 1.63e-08, 3.31e-10, 1.93e-09, 1.75e-06, 3.61e-08]    [1.04e-06, 3.88e-06, 1.17e-06, 2.89e-06, 1.35e-06, 1.52e-06, 2.51e-07, 2.34e-10, 7.64e-11, 9.12e-10, 4.16e-07, 4.11e-07, 5.05e-07, 1.78e-08, 1.68e-08, 5.13e-09, 9.20e-09, 1.63e-08, 3.31e-10, 1.93e-09, 1.75e-06, 3.61e-08]    []  
70900     [3.72e-06, 3.89e-06, 1.16e-06, 2.58e-06, 3.01e-06, 1.55e-06, 3.00e-07, 1.83e-06, 3.34e-09, 4.84e-06, 1.09e-04, 9.51e-05, 1.25e-04, 3.85e-05, 3.23e-06, 8.97e-07, 4.03e-07, 0.00e+00, 5.91e-07, 2.52e-09, 3.96e-06, 2.70e-08]    [3.72e-06, 3.89e-06, 1.16e-06, 2.58e-06, 3.01e-06, 1.55e-06, 3.00e-07, 1.83e-06, 3.34e-09, 4.84e-06, 1.09e-04, 9.51e-05, 1.25e-04, 3.85e-05, 3.23e-06, 8.97e-07, 4.03e-07, 0.00e+00, 5.91e-07, 2.52e-09, 3.96e-06, 2.70e-08]    []  
71000     [1.20e-06, 3.82e-06, 1.14e-06, 2.55e-06, 1.51e-06, 1.51e-06, 2.38e-07, 3.72e-08, 3.79e-12, 2.28e-09, 4.50e-07, 4.60e-07, 1.07e-06, 9.22e-07, 2.14e-08, 1.82e-08, 1.46e-08, 2.34e-08, 1.64e-09, 7.73e-10, 4.90e-08, 1.21e-08]    [1.20e-06, 3.82e-06, 1.14e-06, 2.55e-06, 1.51e-06, 1.51e-06, 2.38e-07, 3.72e-08, 3.79e-12, 2.28e-09, 4.50e-07, 4.60e-07, 1.07e-06, 9.22e-07, 2.14e-08, 1.82e-08, 1.46e-08, 2.34e-08, 1.64e-09, 7.73e-10, 4.90e-08, 1.21e-08]    []  
71100     [1.37e-06, 3.87e-06, 1.19e-06, 2.57e-06, 1.55e-06, 1.50e-06, 2.23e-07, 1.36e-07, 2.45e-10, 4.58e-08, 5.57e-07, 6.97e-07, 5.96e-07, 1.67e-06, 4.21e-08, 2.81e-08, 8.74e-09, 2.22e-08, 0.00e+00, 3.09e-10, 2.92e-07, 1.50e-08]    [1.37e-06, 3.87e-06, 1.19e-06, 2.57e-06, 1.55e-06, 1.50e-06, 2.23e-07, 1.36e-07, 2.45e-10, 4.58e-08, 5.57e-07, 6.97e-07, 5.96e-07, 1.67e-06, 4.21e-08, 2.81e-08, 8.74e-09, 2.22e-08, 0.00e+00, 3.09e-10, 2.92e-07, 1.50e-08]    []  
71200     [1.19e-06, 3.75e-06, 1.19e-06, 2.25e-06, 1.65e-06, 1.48e-06, 2.47e-07, 9.06e-05, 1.51e-07, 1.38e-08, 1.45e-05, 8.95e-06, 5.18e-05, 2.49e-05, 6.69e-08, 1.30e-07, 5.80e-07, 3.36e-07, 0.00e+00, 1.64e-10, 8.86e-05, 2.28e-07]    [1.19e-06, 3.75e-06, 1.19e-06, 2.25e-06, 1.65e-06, 1.48e-06, 2.47e-07, 9.06e-05, 1.51e-07, 1.38e-08, 1.45e-05, 8.95e-06, 5.18e-05, 2.49e-05, 6.69e-08, 1.30e-07, 5.80e-07, 3.36e-07, 0.00e+00, 1.64e-10, 8.86e-05, 2.28e-07]    []  
71300     [1.15e-06, 3.80e-06, 1.18e-06, 2.39e-06, 1.68e-06, 1.52e-06, 2.35e-07, 1.30e-07, 2.78e-09, 6.30e-09, 1.22e-06, 1.15e-06, 3.73e-06, 3.66e-06, 8.31e-10, 1.40e-09, 8.31e-11, 0.00e+00, 1.48e-09, 4.58e-10, 5.65e-08, 1.39e-08]    [1.15e-06, 3.80e-06, 1.18e-06, 2.39e-06, 1.68e-06, 1.52e-06, 2.35e-07, 1.30e-07, 2.78e-09, 6.30e-09, 1.22e-06, 1.15e-06, 3.73e-06, 3.66e-06, 8.31e-10, 1.40e-09, 8.31e-11, 0.00e+00, 1.48e-09, 4.58e-10, 5.65e-08, 1.39e-08]    []  
71400     [1.46e-06, 3.86e-06, 1.23e-06, 2.49e-06, 1.75e-06, 1.57e-06, 2.86e-07, 6.89e-05, 2.79e-04, 4.35e-07, 7.82e-06, 4.73e-06, 1.13e-05, 3.38e-06, 3.92e-08, 6.66e-08, 9.29e-13, 2.53e-07, 1.43e-05, 5.78e-05, 8.02e-05, 2.64e-04]    [1.46e-06, 3.86e-06, 1.23e-06, 2.49e-06, 1.75e-06, 1.57e-06, 2.86e-07, 6.89e-05, 2.79e-04, 4.35e-07, 7.82e-06, 4.73e-06, 1.13e-05, 3.38e-06, 3.92e-08, 6.66e-08, 9.29e-13, 2.53e-07, 1.43e-05, 5.78e-05, 8.02e-05, 2.64e-04]    []  
71500     [1.15e-06, 3.71e-06, 1.19e-06, 2.20e-06, 1.74e-06, 1.51e-06, 2.72e-07, 1.27e-07, 6.45e-08, 2.77e-08, 3.33e-06, 1.93e-06, 8.31e-06, 2.87e-06, 7.53e-09, 1.94e-08, 2.48e-08, 7.30e-08, 1.19e-07, 2.21e-10, 7.55e-07, 4.75e-08]    [1.15e-06, 3.71e-06, 1.19e-06, 2.20e-06, 1.74e-06, 1.51e-06, 2.72e-07, 1.27e-07, 6.45e-08, 2.77e-08, 3.33e-06, 1.93e-06, 8.31e-06, 2.87e-06, 7.53e-09, 1.94e-08, 2.48e-08, 7.30e-08, 1.19e-07, 2.21e-10, 7.55e-07, 4.75e-08]    []  
71600     [4.39e-06, 3.89e-06, 1.31e-06, 2.16e-06, 2.08e-06, 1.58e-06, 3.54e-07, 8.62e-08, 9.43e-08, 4.05e-06, 2.59e-05, 5.00e-05, 1.48e-04, 4.08e-04, 3.79e-06, 3.49e-06, 2.03e-06, 3.39e-06, 6.45e-10, 5.71e-09, 2.14e-07, 3.22e-08]    [4.39e-06, 3.89e-06, 1.31e-06, 2.16e-06, 2.08e-06, 1.58e-06, 3.54e-07, 8.62e-08, 9.43e-08, 4.05e-06, 2.59e-05, 5.00e-05, 1.48e-04, 4.08e-04, 3.79e-06, 3.49e-06, 2.03e-06, 3.39e-06, 6.45e-10, 5.71e-09, 2.14e-07, 3.22e-08]    []  
71700     [1.34e-06, 3.91e-06, 1.28e-06, 2.49e-06, 2.10e-06, 1.55e-06, 2.83e-07, 1.14e-05, 4.60e-06, 6.88e-07, 4.26e-05, 2.87e-05, 1.14e-04, 5.52e-05, 3.86e-09, 2.87e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.55e-06, 7.29e-07]    [1.34e-06, 3.91e-06, 1.28e-06, 2.49e-06, 2.10e-06, 1.55e-06, 2.83e-07, 1.14e-05, 4.60e-06, 6.88e-07, 4.26e-05, 2.87e-05, 1.14e-04, 5.52e-05, 3.86e-09, 2.87e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.55e-06, 7.29e-07]    []  
71800     [1.03e-06, 3.65e-06, 1.18e-06, 2.08e-06, 1.80e-06, 1.54e-06, 2.73e-07, 5.09e-08, 6.30e-08, 4.03e-07, 2.12e-05, 1.38e-05, 4.68e-05, 6.62e-06, 6.45e-08, 4.32e-08, 1.31e-07, 2.02e-07, 6.46e-10, 1.48e-10, 6.17e-08, 2.99e-08]    [1.03e-06, 3.65e-06, 1.18e-06, 2.08e-06, 1.80e-06, 1.54e-06, 2.73e-07, 5.09e-08, 6.30e-08, 4.03e-07, 2.12e-05, 1.38e-05, 4.68e-05, 6.62e-06, 6.45e-08, 4.32e-08, 1.31e-07, 2.02e-07, 6.46e-10, 1.48e-10, 6.17e-08, 2.99e-08]    []  
71900     [8.79e-07, 3.72e-06, 1.22e-06, 2.17e-06, 1.99e-06, 1.51e-06, 2.74e-07, 6.31e-08, 3.19e-05, 6.16e-07, 4.94e-06, 7.93e-06, 3.66e-06, 8.28e-06, 0.00e+00, 9.50e-09, 1.01e-08, 1.83e-08, 5.00e-08, 0.00e+00, 2.79e-07, 3.49e-05]    [8.79e-07, 3.72e-06, 1.22e-06, 2.17e-06, 1.99e-06, 1.51e-06, 2.74e-07, 6.31e-08, 3.19e-05, 6.16e-07, 4.94e-06, 7.93e-06, 3.66e-06, 8.28e-06, 0.00e+00, 9.50e-09, 1.01e-08, 1.83e-08, 5.00e-08, 0.00e+00, 2.79e-07, 3.49e-05]    []  
72000     [3.43e-06, 3.68e-06, 1.22e-06, 2.01e-06, 1.87e-06, 1.57e-06, 3.41e-07, 7.61e-08, 2.23e-09, 6.18e-07, 7.33e-05, 5.53e-05, 3.09e-04, 3.32e-04, 1.88e-06, 1.28e-06, 1.21e-06, 6.13e-06, 1.15e-09, 2.98e-09, 6.52e-08, 2.35e-08]    [3.43e-06, 3.68e-06, 1.22e-06, 2.01e-06, 1.87e-06, 1.57e-06, 3.41e-07, 7.61e-08, 2.23e-09, 6.18e-07, 7.33e-05, 5.53e-05, 3.09e-04, 3.32e-04, 1.88e-06, 1.28e-06, 1.21e-06, 6.13e-06, 1.15e-09, 2.98e-09, 6.52e-08, 2.35e-08]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 45.929632 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
72000     [3.43e-06, 3.68e-06, 1.22e-06, 2.01e-06, 1.87e-06, 1.57e-06, 3.41e-07, 7.61e-08, 2.23e-09, 6.18e-07, 7.33e-05, 5.53e-05, 3.09e-04, 3.32e-04, 1.88e-06, 1.28e-06, 1.21e-06, 6.13e-06, 1.15e-09, 2.98e-09, 6.52e-08, 2.35e-08]    [3.43e-06, 3.68e-06, 1.22e-06, 2.01e-06, 1.87e-06, 1.57e-06, 3.41e-07, 7.61e-08, 2.23e-09, 6.18e-07, 7.33e-05, 5.53e-05, 3.09e-04, 3.32e-04, 1.88e-06, 1.28e-06, 1.21e-06, 6.13e-06, 1.15e-09, 2.98e-09, 6.52e-08, 2.35e-08]    []  
72100     [3.01e-05, 5.27e-05, 3.48e-05, 5.81e-05, 2.59e-05, 3.51e-06, 1.89e-06, 6.08e-05, 1.51e-06, 4.60e-07, 1.39e-04, 1.19e-03, 9.12e-04, 9.22e-04, 1.29e-07, 0.00e+00, 2.92e-05, 3.20e-07, 1.50e-06, 7.21e-07, 1.70e-05, 2.92e-06]    [3.01e-05, 5.27e-05, 3.48e-05, 5.81e-05, 2.59e-05, 3.51e-06, 1.89e-06, 6.08e-05, 1.51e-06, 4.60e-07, 1.39e-04, 1.19e-03, 9.12e-04, 9.22e-04, 1.29e-07, 0.00e+00, 2.92e-05, 3.20e-07, 1.50e-06, 7.21e-07, 1.70e-05, 2.92e-06]    []  
72200     [4.89e-06, 5.28e-06, 1.88e-06, 2.56e-06, 2.44e-06, 1.33e-06, 2.83e-07, 3.60e-09, 7.00e-09, 8.20e-09, 1.48e-05, 6.21e-04, 6.75e-04, 4.34e-06, 2.24e-07, 2.39e-07, 5.26e-08, 1.46e-07, 1.90e-08, 1.61e-09, 4.93e-07, 4.02e-08]    [4.89e-06, 5.28e-06, 1.88e-06, 2.56e-06, 2.44e-06, 1.33e-06, 2.83e-07, 3.60e-09, 7.00e-09, 8.20e-09, 1.48e-05, 6.21e-04, 6.75e-04, 4.34e-06, 2.24e-07, 2.39e-07, 5.26e-08, 1.46e-07, 1.90e-08, 1.61e-09, 4.93e-07, 4.02e-08]    []  
72300     [3.65e-06, 3.90e-06, 1.89e-06, 3.02e-06, 1.24e-06, 1.60e-06, 1.26e-07, 4.54e-09, 5.77e-10, 3.05e-09, 1.30e-05, 5.96e-04, 6.35e-04, 3.77e-06, 1.54e-07, 1.67e-07, 1.13e-07, 7.29e-08, 1.77e-08, 1.72e-09, 4.33e-07, 3.54e-08]    [3.65e-06, 3.90e-06, 1.89e-06, 3.02e-06, 1.24e-06, 1.60e-06, 1.26e-07, 4.54e-09, 5.77e-10, 3.05e-09, 1.30e-05, 5.96e-04, 6.35e-04, 3.77e-06, 1.54e-07, 1.67e-07, 1.13e-07, 7.29e-08, 1.77e-08, 1.72e-09, 4.33e-07, 3.54e-08]    []  
72400     [3.53e-06, 1.37e-06, 2.33e-06, 3.25e-06, 2.65e-06, 1.59e-06, 9.87e-08, 6.65e-08, 3.11e-09, 5.41e-09, 3.15e-05, 4.91e-04, 4.56e-04, 8.20e-07, 4.36e-07, 2.12e-07, 5.68e-07, 5.47e-07, 2.15e-08, 2.74e-09, 1.00e-06, 7.33e-08]    [3.53e-06, 1.37e-06, 2.33e-06, 3.25e-06, 2.65e-06, 1.59e-06, 9.87e-08, 6.65e-08, 3.11e-09, 5.41e-09, 3.15e-05, 4.91e-04, 4.56e-04, 8.20e-07, 4.36e-07, 2.12e-07, 5.68e-07, 5.47e-07, 2.15e-08, 2.74e-09, 1.00e-06, 7.33e-08]    []  
72500     [3.86e-06, 8.55e-07, 1.79e-06, 2.76e-06, 2.76e-06, 1.20e-06, 6.95e-08, 1.53e-07, 1.35e-08, 5.11e-09, 5.48e-05, 4.15e-04, 3.51e-04, 5.41e-07, 7.34e-07, 3.98e-07, 6.52e-07, 5.91e-07, 9.51e-08, 1.12e-08, 1.16e-06, 8.87e-08]    [3.86e-06, 8.55e-07, 1.79e-06, 2.76e-06, 2.76e-06, 1.20e-06, 6.95e-08, 1.53e-07, 1.35e-08, 5.11e-09, 5.48e-05, 4.15e-04, 3.51e-04, 5.41e-07, 7.34e-07, 3.98e-07, 6.52e-07, 5.91e-07, 9.51e-08, 1.12e-08, 1.16e-06, 8.87e-08]    []  
72600     [6.45e-06, 2.72e-06, 1.84e-06, 3.44e-06, 3.03e-06, 5.63e-07, 3.43e-07, 1.40e-05, 1.15e-05, 7.95e-09, 4.87e-05, 4.14e-04, 3.84e-04, 4.16e-07, 3.00e-07, 8.42e-09, 4.37e-07, 1.68e-06, 0.00e+00, 6.93e-07, 9.83e-07, 4.28e-06]    [6.45e-06, 2.72e-06, 1.84e-06, 3.44e-06, 3.03e-06, 5.63e-07, 3.43e-07, 1.40e-05, 1.15e-05, 7.95e-09, 4.87e-05, 4.14e-04, 3.84e-04, 4.16e-07, 3.00e-07, 8.42e-09, 4.37e-07, 1.68e-06, 0.00e+00, 6.93e-07, 9.83e-07, 4.28e-06]    []  
72700     [5.06e-06, 1.31e-06, 1.49e-06, 2.51e-06, 2.19e-06, 4.67e-07, 1.41e-07, 6.72e-12, 7.92e-10, 9.00e-09, 6.22e-05, 3.45e-04, 2.60e-04, 5.76e-07, 1.02e-06, 4.21e-07, 4.99e-07, 8.73e-07, 2.50e-09, 1.02e-09, 8.53e-08, 5.48e-08]    [5.06e-06, 1.31e-06, 1.49e-06, 2.51e-06, 2.19e-06, 4.67e-07, 1.41e-07, 6.72e-12, 7.92e-10, 9.00e-09, 6.22e-05, 3.45e-04, 2.60e-04, 5.76e-07, 1.02e-06, 4.21e-07, 4.99e-07, 8.73e-07, 2.50e-09, 1.02e-09, 8.53e-08, 5.48e-08]    []  
72800     [5.41e-06, 1.48e-06, 1.51e-06, 2.38e-06, 2.12e-06, 4.80e-07, 1.41e-07, 1.12e-08, 8.59e-10, 2.77e-06, 9.36e-05, 2.97e-04, 2.19e-04, 4.78e-07, 2.55e-07, 2.30e-07, 2.45e-06, 3.44e-07, 1.36e-06, 1.35e-07, 6.39e-06, 4.35e-07]    [5.41e-06, 1.48e-06, 1.51e-06, 2.38e-06, 2.12e-06, 4.80e-07, 1.41e-07, 1.12e-08, 8.59e-10, 2.77e-06, 9.36e-05, 2.97e-04, 2.19e-04, 4.78e-07, 2.55e-07, 2.30e-07, 2.45e-06, 3.44e-07, 1.36e-06, 1.35e-07, 6.39e-06, 4.35e-07]    []  
72900     [5.79e-06, 1.43e-06, 1.41e-06, 2.93e-06, 2.31e-06, 5.78e-07, 1.44e-07, 1.44e-09, 4.82e-08, 1.16e-06, 8.84e-05, 3.40e-04, 4.49e-04, 5.52e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-08, 0.00e+00, 3.27e-07, 7.53e-07]    [5.79e-06, 1.43e-06, 1.41e-06, 2.93e-06, 2.31e-06, 5.78e-07, 1.44e-07, 1.44e-09, 4.82e-08, 1.16e-06, 8.84e-05, 3.40e-04, 4.49e-04, 5.52e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-08, 0.00e+00, 3.27e-07, 7.53e-07]    []  
73000     [7.40e-06, 1.18e-06, 1.42e-06, 2.01e-06, 1.74e-06, 4.66e-07, 1.50e-07, 1.67e-09, 2.95e-08, 2.73e-07, 1.09e-04, 2.59e-04, 2.75e-04, 2.40e-04, 3.77e-06, 1.63e-06, 4.52e-06, 5.68e-06, 1.04e-07, 1.27e-08, 4.20e-07, 6.75e-08]    [7.40e-06, 1.18e-06, 1.42e-06, 2.01e-06, 1.74e-06, 4.66e-07, 1.50e-07, 1.67e-09, 2.95e-08, 2.73e-07, 1.09e-04, 2.59e-04, 2.75e-04, 2.40e-04, 3.77e-06, 1.63e-06, 4.52e-06, 5.68e-06, 1.04e-07, 1.27e-08, 4.20e-07, 6.75e-08]    []  
73100     [7.45e-06, 1.60e-06, 1.54e-06, 3.42e-06, 2.34e-06, 7.32e-07, 1.79e-07, 1.36e-08, 3.49e-08, 4.30e-06, 8.38e-05, 3.68e-04, 4.80e-04, 9.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.21e-10, 0.00e+00, 3.25e-07, 8.48e-08]    [7.45e-06, 1.60e-06, 1.54e-06, 3.42e-06, 2.34e-06, 7.32e-07, 1.79e-07, 1.36e-08, 3.49e-08, 4.30e-06, 8.38e-05, 3.68e-04, 4.80e-04, 9.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.21e-10, 0.00e+00, 3.25e-07, 8.48e-08]    []  
73200     [5.91e-06, 1.18e-06, 1.40e-06, 1.90e-06, 1.88e-06, 6.19e-07, 1.86e-07, 9.32e-11, 1.52e-08, 5.97e-08, 3.37e-05, 1.76e-04, 9.77e-05, 1.53e-05, 3.07e-07, 6.57e-07, 6.52e-07, 6.31e-07, 1.06e-08, 2.56e-09, 1.68e-07, 2.30e-08]    [5.91e-06, 1.18e-06, 1.40e-06, 1.90e-06, 1.88e-06, 6.19e-07, 1.86e-07, 9.32e-11, 1.52e-08, 5.97e-08, 3.37e-05, 1.76e-04, 9.77e-05, 1.53e-05, 3.07e-07, 6.57e-07, 6.52e-07, 6.31e-07, 1.06e-08, 2.56e-09, 1.68e-07, 2.30e-08]    []  
73300     [4.90e-06, 1.40e-06, 1.50e-06, 2.30e-06, 2.29e-06, 7.73e-07, 2.02e-07, 6.20e-11, 5.33e-08, 7.37e-07, 7.62e-05, 2.02e-04, 2.62e-04, 2.61e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.46e-13, 0.00e+00, 5.11e-07, 2.00e-07]    [4.90e-06, 1.40e-06, 1.50e-06, 2.30e-06, 2.29e-06, 7.73e-07, 2.02e-07, 6.20e-11, 5.33e-08, 7.37e-07, 7.62e-05, 2.02e-04, 2.62e-04, 2.61e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.46e-13, 0.00e+00, 5.11e-07, 2.00e-07]    []  
73400     [6.46e-06, 1.87e-06, 1.49e-06, 2.22e-06, 3.56e-06, 5.77e-07, 2.12e-07, 4.12e-11, 1.48e-10, 4.32e-07, 6.03e-05, 9.92e-05, 1.18e-04, 1.47e-04, 1.96e-06, 3.46e-06, 1.75e-06, 3.03e-06, 4.69e-09, 2.24e-09, 4.97e-08, 8.86e-09]    [6.46e-06, 1.87e-06, 1.49e-06, 2.22e-06, 3.56e-06, 5.77e-07, 2.12e-07, 4.12e-11, 1.48e-10, 4.32e-07, 6.03e-05, 9.92e-05, 1.18e-04, 1.47e-04, 1.96e-06, 3.46e-06, 1.75e-06, 3.03e-06, 4.69e-09, 2.24e-09, 4.97e-08, 8.86e-09]    []  
73500     [3.38e-06, 2.76e-06, 1.60e-06, 2.49e-06, 4.64e-06, 6.81e-07, 2.12e-07, 1.85e-08, 1.18e-08, 3.86e-07, 1.97e-05, 4.27e-05, 2.12e-05, 4.13e-05, 1.74e-08, 9.99e-10, 1.52e-09, 4.29e-08, 2.57e-09, 0.00e+00, 3.65e-08, 4.64e-08]    [3.38e-06, 2.76e-06, 1.60e-06, 2.49e-06, 4.64e-06, 6.81e-07, 2.12e-07, 1.85e-08, 1.18e-08, 3.86e-07, 1.97e-05, 4.27e-05, 2.12e-05, 4.13e-05, 1.74e-08, 9.99e-10, 1.52e-09, 4.29e-08, 2.57e-09, 0.00e+00, 3.65e-08, 4.64e-08]    []  
73600     [5.43e-06, 3.54e-06, 1.77e-06, 2.51e-06, 5.24e-06, 6.64e-07, 2.16e-07, 2.68e-09, 1.25e-07, 1.18e-07, 8.72e-05, 4.17e-05, 1.68e-04, 1.19e-04, 2.39e-06, 1.73e-06, 2.28e-06, 2.69e-06, 6.80e-08, 3.43e-08, 3.71e-07, 2.03e-07]    [5.43e-06, 3.54e-06, 1.77e-06, 2.51e-06, 5.24e-06, 6.64e-07, 2.16e-07, 2.68e-09, 1.25e-07, 1.18e-07, 8.72e-05, 4.17e-05, 1.68e-04, 1.19e-04, 2.39e-06, 1.73e-06, 2.28e-06, 2.69e-06, 6.80e-08, 3.43e-08, 3.71e-07, 2.03e-07]    []  
73700     [3.68e-06, 3.72e-06, 1.81e-06, 2.28e-06, 5.17e-06, 7.17e-07, 2.00e-07, 1.42e-08, 1.47e-06, 1.94e-08, 3.42e-05, 1.46e-05, 3.51e-05, 4.55e-06, 5.25e-07, 2.12e-07, 5.08e-07, 3.86e-07, 3.08e-08, 2.85e-07, 1.73e-07, 1.64e-06]    [3.68e-06, 3.72e-06, 1.81e-06, 2.28e-06, 5.17e-06, 7.17e-07, 2.00e-07, 1.42e-08, 1.47e-06, 1.94e-08, 3.42e-05, 1.46e-05, 3.51e-05, 4.55e-06, 5.25e-07, 2.12e-07, 5.08e-07, 3.86e-07, 3.08e-08, 2.85e-07, 1.73e-07, 1.64e-06]    []  
73800     [3.44e-06, 3.63e-06, 1.92e-06, 2.71e-06, 5.01e-06, 8.04e-07, 1.64e-07, 1.02e-07, 1.69e-05, 3.66e-06, 1.57e-05, 5.67e-05, 8.79e-05, 2.70e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.14e-08, 8.45e-12, 0.00e+00, 1.41e-07, 2.92e-05]    [3.44e-06, 3.63e-06, 1.92e-06, 2.71e-06, 5.01e-06, 8.04e-07, 1.64e-07, 1.02e-07, 1.69e-05, 3.66e-06, 1.57e-05, 5.67e-05, 8.79e-05, 2.70e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.14e-08, 8.45e-12, 0.00e+00, 1.41e-07, 2.92e-05]    []  
73900     [3.85e-06, 3.62e-06, 1.93e-06, 2.07e-06, 4.77e-06, 7.44e-07, 1.73e-07, 5.38e-09, 1.52e-06, 5.56e-08, 1.12e-05, 7.15e-06, 7.91e-06, 6.53e-06, 3.36e-07, 1.73e-07, 2.94e-07, 6.12e-07, 0.00e+00, 0.00e+00, 6.60e-08, 2.21e-06]    [3.85e-06, 3.62e-06, 1.93e-06, 2.07e-06, 4.77e-06, 7.44e-07, 1.73e-07, 5.38e-09, 1.52e-06, 5.56e-08, 1.12e-05, 7.15e-06, 7.91e-06, 6.53e-06, 3.36e-07, 1.73e-07, 2.94e-07, 6.12e-07, 0.00e+00, 0.00e+00, 6.60e-08, 2.21e-06]    []  
74000     [3.09e-06, 3.70e-06, 1.99e-06, 2.50e-06, 4.75e-06, 8.21e-07, 1.78e-07, 7.94e-08, 2.49e-07, 1.22e-06, 3.30e-05, 5.26e-05, 1.46e-04, 2.52e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.43e-09, 1.36e-07, 7.43e-07]    [3.09e-06, 3.70e-06, 1.99e-06, 2.50e-06, 4.75e-06, 8.21e-07, 1.78e-07, 7.94e-08, 2.49e-07, 1.22e-06, 3.30e-05, 5.26e-05, 1.46e-04, 2.52e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.43e-09, 1.36e-07, 7.43e-07]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 46.192073 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
74000     [3.09e-06, 3.70e-06, 1.99e-06, 2.50e-06, 4.75e-06, 8.21e-07, 1.78e-07, 7.94e-08, 2.49e-07, 1.22e-06, 3.30e-05, 5.26e-05, 1.46e-04, 2.52e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.43e-09, 1.36e-07, 7.43e-07]    [3.09e-06, 3.70e-06, 1.99e-06, 2.50e-06, 4.75e-06, 8.21e-07, 1.78e-07, 7.94e-08, 2.49e-07, 1.22e-06, 3.30e-05, 5.26e-05, 1.46e-04, 2.52e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.43e-09, 1.36e-07, 7.43e-07]    []  
74100     [3.77e-06, 3.55e-06, 1.95e-06, 1.76e-06, 4.38e-06, 8.05e-07, 1.82e-07, 7.23e-08, 6.75e-06, 1.26e-07, 4.98e-05, 2.38e-05, 1.19e-04, 8.02e-05, 7.00e-07, 6.86e-07, 1.95e-06, 1.84e-06, 5.89e-08, 0.00e+00, 3.34e-07, 6.95e-06]    [3.77e-06, 3.55e-06, 1.95e-06, 1.76e-06, 4.38e-06, 8.05e-07, 1.82e-07, 7.23e-08, 6.75e-06, 1.26e-07, 4.98e-05, 2.38e-05, 1.19e-04, 8.02e-05, 7.00e-07, 6.86e-07, 1.95e-06, 1.84e-06, 5.89e-08, 0.00e+00, 3.34e-07, 6.95e-06]    []  
74200     [3.56e-06, 3.43e-06, 1.97e-06, 1.85e-06, 4.19e-06, 8.08e-07, 1.63e-07, 1.39e-09, 4.34e-07, 2.88e-07, 9.91e-06, 8.75e-06, 1.45e-05, 3.55e-05, 3.82e-07, 4.39e-07, 3.68e-07, 7.39e-07, 2.50e-09, 6.19e-08, 3.75e-08, 3.23e-07]    [3.56e-06, 3.43e-06, 1.97e-06, 1.85e-06, 4.19e-06, 8.08e-07, 1.63e-07, 1.39e-09, 4.34e-07, 2.88e-07, 9.91e-06, 8.75e-06, 1.45e-05, 3.55e-05, 3.82e-07, 4.39e-07, 3.68e-07, 7.39e-07, 2.50e-09, 6.19e-08, 3.75e-08, 3.23e-07]    []  
74300     [4.01e-06, 3.31e-06, 1.93e-06, 1.85e-06, 3.86e-06, 8.31e-07, 1.91e-07, 2.92e-07, 3.77e-07, 8.14e-07, 1.03e-05, 1.94e-05, 5.80e-06, 5.20e-05, 7.07e-07, 1.17e-06, 3.44e-07, 6.33e-07, 7.11e-09, 5.92e-09, 1.72e-07, 9.62e-08]    [4.01e-06, 3.31e-06, 1.93e-06, 1.85e-06, 3.86e-06, 8.31e-07, 1.91e-07, 2.92e-07, 3.77e-07, 8.14e-07, 1.03e-05, 1.94e-05, 5.80e-06, 5.20e-05, 7.07e-07, 1.17e-06, 3.44e-07, 6.33e-07, 7.11e-09, 5.92e-09, 1.72e-07, 9.62e-08]    []  
74400     [2.84e-06, 3.40e-06, 2.02e-06, 1.80e-06, 4.00e-06, 8.01e-07, 1.69e-07, 4.12e-06, 1.35e-06, 2.64e-12, 5.75e-06, 5.88e-06, 4.11e-06, 1.23e-06, 2.11e-08, 4.13e-08, 9.41e-08, 7.28e-08, 1.99e-07, 0.00e+00, 1.21e-06, 1.49e-06]    [2.84e-06, 3.40e-06, 2.02e-06, 1.80e-06, 4.00e-06, 8.01e-07, 1.69e-07, 4.12e-06, 1.35e-06, 2.64e-12, 5.75e-06, 5.88e-06, 4.11e-06, 1.23e-06, 2.11e-08, 4.13e-08, 9.41e-08, 7.28e-08, 1.99e-07, 0.00e+00, 1.21e-06, 1.49e-06]    []  
74500     [2.55e-06, 3.25e-06, 1.96e-06, 1.86e-06, 3.62e-06, 9.10e-07, 1.85e-07, 1.67e-06, 2.86e-05, 1.14e-06, 1.73e-05, 3.96e-05, 7.16e-06, 1.15e-04, 0.00e+00, 0.00e+00, 0.00e+00, 4.85e-08, 7.24e-12, 1.01e-06, 9.34e-07, 5.57e-06]    [2.55e-06, 3.25e-06, 1.96e-06, 1.86e-06, 3.62e-06, 9.10e-07, 1.85e-07, 1.67e-06, 2.86e-05, 1.14e-06, 1.73e-05, 3.96e-05, 7.16e-06, 1.15e-04, 0.00e+00, 0.00e+00, 0.00e+00, 4.85e-08, 7.24e-12, 1.01e-06, 9.34e-07, 5.57e-06]    []  
74600     [2.33e-06, 3.36e-06, 2.01e-06, 1.95e-06, 3.72e-06, 8.02e-07, 1.82e-07, 1.74e-06, 4.33e-10, 3.75e-07, 7.34e-06, 1.20e-05, 2.54e-05, 4.87e-05, 0.00e+00, 0.00e+00, 0.00e+00, 3.68e-11, 2.05e-08, 0.00e+00, 2.39e-07, 4.92e-07]    [2.33e-06, 3.36e-06, 2.01e-06, 1.95e-06, 3.72e-06, 8.02e-07, 1.82e-07, 1.74e-06, 4.33e-10, 3.75e-07, 7.34e-06, 1.20e-05, 2.54e-05, 4.87e-05, 0.00e+00, 0.00e+00, 0.00e+00, 3.68e-11, 2.05e-08, 0.00e+00, 2.39e-07, 4.92e-07]    []  
74700     [4.21e-06, 3.80e-06, 2.24e-06, 2.65e-06, 3.98e-06, 8.57e-07, 1.86e-07, 5.46e-06, 9.10e-08, 2.26e-06, 1.57e-04, 1.42e-04, 6.48e-04, 7.59e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.11e-09, 8.68e-06, 1.07e-07]    [4.21e-06, 3.80e-06, 2.24e-06, 2.65e-06, 3.98e-06, 8.57e-07, 1.86e-07, 5.46e-06, 9.10e-08, 2.26e-06, 1.57e-04, 1.42e-04, 6.48e-04, 7.59e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.11e-09, 8.68e-06, 1.07e-07]    []  
74800     [4.55e-06, 3.46e-06, 2.08e-06, 2.28e-06, 3.66e-06, 1.04e-06, 2.38e-07, 1.08e-06, 2.52e-07, 6.59e-06, 1.71e-05, 1.39e-04, 9.61e-05, 5.88e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.53e-09, 0.00e+00, 2.35e-07, 3.05e-07]    [4.55e-06, 3.46e-06, 2.08e-06, 2.28e-06, 3.66e-06, 1.04e-06, 2.38e-07, 1.08e-06, 2.52e-07, 6.59e-06, 1.71e-05, 1.39e-04, 9.61e-05, 5.88e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.53e-09, 0.00e+00, 2.35e-07, 3.05e-07]    []  
74900     [2.94e-06, 3.33e-06, 2.03e-06, 1.68e-06, 3.31e-06, 8.34e-07, 2.11e-07, 1.76e-06, 7.63e-08, 2.67e-08, 2.39e-05, 1.18e-05, 5.31e-05, 3.54e-05, 1.31e-07, 3.85e-07, 7.11e-07, 9.71e-07, 0.00e+00, 5.88e-09, 9.44e-07, 5.49e-08]    [2.94e-06, 3.33e-06, 2.03e-06, 1.68e-06, 3.31e-06, 8.34e-07, 2.11e-07, 1.76e-06, 7.63e-08, 2.67e-08, 2.39e-05, 1.18e-05, 5.31e-05, 3.54e-05, 1.31e-07, 3.85e-07, 7.11e-07, 9.71e-07, 0.00e+00, 5.88e-09, 9.44e-07, 5.49e-08]    []  
75000     [2.40e-06, 3.42e-06, 1.99e-06, 2.15e-06, 3.42e-06, 8.20e-07, 1.98e-07, 2.20e-08, 1.45e-05, 4.06e-07, 3.42e-05, 3.06e-05, 1.30e-04, 1.41e-04, 3.79e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.14e-08, 0.00e+00, 3.05e-07, 6.67e-06]    [2.40e-06, 3.42e-06, 1.99e-06, 2.15e-06, 3.42e-06, 8.20e-07, 1.98e-07, 2.20e-08, 1.45e-05, 4.06e-07, 3.42e-05, 3.06e-05, 1.30e-04, 1.41e-04, 3.79e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.14e-08, 0.00e+00, 3.05e-07, 6.67e-06]    []  
75100     [2.65e-06, 3.36e-06, 2.02e-06, 1.69e-06, 3.17e-06, 8.72e-07, 2.36e-07, 4.70e-05, 2.65e-08, 2.93e-09, 4.69e-05, 2.54e-05, 1.09e-04, 3.79e-05, 1.74e-07, 2.23e-07, 1.18e-06, 1.30e-06, 0.00e+00, 8.10e-10, 3.28e-05, 2.15e-08]    [2.65e-06, 3.36e-06, 2.02e-06, 1.69e-06, 3.17e-06, 8.72e-07, 2.36e-07, 4.70e-05, 2.65e-08, 2.93e-09, 4.69e-05, 2.54e-05, 1.09e-04, 3.79e-05, 1.74e-07, 2.23e-07, 1.18e-06, 1.30e-06, 0.00e+00, 8.10e-10, 3.28e-05, 2.15e-08]    []  
75200     [7.83e-06, 4.40e-06, 2.47e-06, 3.18e-06, 3.93e-06, 1.13e-06, 2.80e-07, 8.54e-08, 4.95e-07, 7.63e-06, 1.33e-04, 2.36e-04, 7.26e-04, 1.50e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.75e-09, 3.11e-09, 5.64e-07, 3.88e-07]    [7.83e-06, 4.40e-06, 2.47e-06, 3.18e-06, 3.93e-06, 1.13e-06, 2.80e-07, 8.54e-08, 4.95e-07, 7.63e-06, 1.33e-04, 2.36e-04, 7.26e-04, 1.50e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.75e-09, 3.11e-09, 5.64e-07, 3.88e-07]    []  
75300     [3.49e-06, 3.41e-06, 1.95e-06, 1.77e-06, 3.11e-06, 8.57e-07, 2.19e-07, 1.82e-08, 6.97e-08, 4.60e-07, 8.06e-05, 4.56e-05, 2.64e-04, 1.96e-04, 9.98e-07, 1.08e-06, 3.64e-06, 3.96e-06, 1.55e-08, 0.00e+00, 9.16e-08, 9.38e-06]    [3.49e-06, 3.41e-06, 1.95e-06, 1.77e-06, 3.11e-06, 8.57e-07, 2.19e-07, 1.82e-08, 6.97e-08, 4.60e-07, 8.06e-05, 4.56e-05, 2.64e-04, 1.96e-04, 9.98e-07, 1.08e-06, 3.64e-06, 3.96e-06, 1.55e-08, 0.00e+00, 9.16e-08, 9.38e-06]    []  
75400     [3.38e-06, 3.42e-06, 1.99e-06, 1.97e-06, 3.11e-06, 8.24e-07, 2.33e-07, 1.23e-06, 2.75e-08, 3.31e-07, 2.46e-05, 2.54e-05, 3.49e-05, 8.85e-07, 3.05e-07, 7.59e-07, 8.82e-09, 1.42e-08, 0.00e+00, 6.39e-09, 2.56e-06, 5.26e-08]    [3.38e-06, 3.42e-06, 1.99e-06, 1.97e-06, 3.11e-06, 8.24e-07, 2.33e-07, 1.23e-06, 2.75e-08, 3.31e-07, 2.46e-05, 2.54e-05, 3.49e-05, 8.85e-07, 3.05e-07, 7.59e-07, 8.82e-09, 1.42e-08, 0.00e+00, 6.39e-09, 2.56e-06, 5.26e-08]    []  
75500     [5.90e-06, 3.51e-06, 2.02e-06, 1.84e-06, 3.08e-06, 8.96e-07, 2.64e-07, 5.98e-06, 1.91e-08, 2.91e-06, 6.82e-05, 6.81e-05, 3.13e-04, 5.02e-04, 3.48e-06, 4.14e-06, 5.47e-06, 4.85e-06, 8.23e-07, 8.59e-09, 5.26e-06, 5.32e-08]    [5.90e-06, 3.51e-06, 2.02e-06, 1.84e-06, 3.08e-06, 8.96e-07, 2.64e-07, 5.98e-06, 1.91e-08, 2.91e-06, 6.82e-05, 6.81e-05, 3.13e-04, 5.02e-04, 3.48e-06, 4.14e-06, 5.47e-06, 4.85e-06, 8.23e-07, 8.59e-09, 5.26e-06, 5.32e-08]    []  
75600     [2.51e-06, 3.55e-06, 2.01e-06, 1.79e-06, 3.14e-06, 1.14e-06, 3.28e-07, 1.43e-06, 5.90e-06, 1.27e-06, 5.44e-05, 4.67e-05, 7.88e-05, 1.06e-06, 1.30e-08, 3.76e-08, 2.50e-07, 6.54e-07, 7.45e-08, 4.45e-07, 6.04e-07, 2.80e-06]    [2.51e-06, 3.55e-06, 2.01e-06, 1.79e-06, 3.14e-06, 1.14e-06, 3.28e-07, 1.43e-06, 5.90e-06, 1.27e-06, 5.44e-05, 4.67e-05, 7.88e-05, 1.06e-06, 1.30e-08, 3.76e-08, 2.50e-07, 6.54e-07, 7.45e-08, 4.45e-07, 6.04e-07, 2.80e-06]    []  
75700     [3.07e-06, 3.36e-06, 1.88e-06, 1.82e-06, 3.17e-06, 8.65e-07, 2.39e-07, 3.06e-07, 8.34e-06, 3.96e-07, 1.37e-05, 1.10e-05, 4.43e-05, 7.61e-05, 5.35e-07, 6.46e-07, 1.14e-06, 8.40e-07, 4.61e-09, 0.00e+00, 2.44e-07, 6.41e-06]    [3.07e-06, 3.36e-06, 1.88e-06, 1.82e-06, 3.17e-06, 8.65e-07, 2.39e-07, 3.06e-07, 8.34e-06, 3.96e-07, 1.37e-05, 1.10e-05, 4.43e-05, 7.61e-05, 5.35e-07, 6.46e-07, 1.14e-06, 8.40e-07, 4.61e-09, 0.00e+00, 2.44e-07, 6.41e-06]    []  
75800     [2.15e-06, 3.44e-06, 1.84e-06, 1.79e-06, 3.36e-06, 9.37e-07, 2.62e-07, 1.85e-06, 2.28e-08, 9.41e-08, 1.44e-05, 1.65e-05, 2.17e-05, 7.74e-07, 2.05e-09, 2.11e-09, 4.71e-07, 2.13e-07, 1.20e-06, 8.43e-09, 7.58e-06, 8.98e-08]    [2.15e-06, 3.44e-06, 1.84e-06, 1.79e-06, 3.36e-06, 9.37e-07, 2.62e-07, 1.85e-06, 2.28e-08, 9.41e-08, 1.44e-05, 1.65e-05, 2.17e-05, 7.74e-07, 2.05e-09, 2.11e-09, 4.71e-07, 2.13e-07, 1.20e-06, 8.43e-09, 7.58e-06, 8.98e-08]    []  
75900     [2.19e-06, 3.26e-06, 1.78e-06, 1.86e-06, 3.24e-06, 9.27e-07, 2.69e-07, 8.55e-09, 2.45e-07, 1.09e-07, 5.35e-06, 4.97e-06, 2.73e-06, 3.65e-06, 3.10e-10, 1.04e-08, 8.60e-08, 5.71e-08, 3.82e-09, 6.13e-11, 1.67e-07, 1.12e-07]    [2.19e-06, 3.26e-06, 1.78e-06, 1.86e-06, 3.24e-06, 9.27e-07, 2.69e-07, 8.55e-09, 2.45e-07, 1.09e-07, 5.35e-06, 4.97e-06, 2.73e-06, 3.65e-06, 3.10e-10, 1.04e-08, 8.60e-08, 5.71e-08, 3.82e-09, 6.13e-11, 1.67e-07, 1.12e-07]    []  
76000     [1.92e-06, 3.52e-06, 1.80e-06, 2.22e-06, 3.86e-06, 9.46e-07, 2.72e-07, 5.52e-06, 5.92e-08, 3.91e-07, 1.23e-05, 1.18e-05, 3.65e-06, 1.97e-05, 2.15e-08, 6.90e-09, 2.33e-08, 9.60e-08, 2.93e-07, 3.29e-10, 1.81e-06, 9.00e-08]    [1.92e-06, 3.52e-06, 1.80e-06, 2.22e-06, 3.86e-06, 9.46e-07, 2.72e-07, 5.52e-06, 5.92e-08, 3.91e-07, 1.23e-05, 1.18e-05, 3.65e-06, 1.97e-05, 2.15e-08, 6.90e-09, 2.33e-08, 9.60e-08, 2.93e-07, 3.29e-10, 1.81e-06, 9.00e-08]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 47.061528 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
76000     [1.92e-06, 3.52e-06, 1.80e-06, 2.22e-06, 3.86e-06, 9.46e-07, 2.72e-07, 5.52e-06, 5.92e-08, 3.91e-07, 1.23e-05, 1.18e-05, 3.65e-06, 1.97e-05, 2.15e-08, 6.90e-09, 2.33e-08, 9.60e-08, 2.93e-07, 3.29e-10, 1.81e-06, 9.00e-08]    [1.92e-06, 3.52e-06, 1.80e-06, 2.22e-06, 3.86e-06, 9.46e-07, 2.72e-07, 5.52e-06, 5.92e-08, 3.91e-07, 1.23e-05, 1.18e-05, 3.65e-06, 1.97e-05, 2.15e-08, 6.90e-09, 2.33e-08, 9.60e-08, 2.93e-07, 3.29e-10, 1.81e-06, 9.00e-08]    []  
76100     [2.11e-06, 3.31e-06, 1.78e-06, 1.89e-06, 3.57e-06, 9.09e-07, 2.35e-07, 2.92e-08, 3.57e-06, 6.87e-10, 3.80e-06, 2.70e-06, 1.87e-06, 2.60e-07, 3.53e-08, 1.06e-07, 1.03e-07, 6.65e-08, 1.31e-08, 1.98e-09, 1.76e-07, 2.62e-07]    [2.11e-06, 3.31e-06, 1.78e-06, 1.89e-06, 3.57e-06, 9.09e-07, 2.35e-07, 2.92e-08, 3.57e-06, 6.87e-10, 3.80e-06, 2.70e-06, 1.87e-06, 2.60e-07, 3.53e-08, 1.06e-07, 1.03e-07, 6.65e-08, 1.31e-08, 1.98e-09, 1.76e-07, 2.62e-07]    []  
76200     [2.06e-06, 3.28e-06, 1.74e-06, 1.99e-06, 3.80e-06, 9.75e-07, 2.65e-07, 4.41e-06, 1.29e-04, 4.65e-08, 4.59e-06, 4.38e-06, 3.31e-06, 7.00e-07, 9.05e-08, 1.06e-07, 5.18e-08, 2.87e-08, 0.00e+00, 0.00e+00, 2.06e-06, 7.67e-05]    [2.06e-06, 3.28e-06, 1.74e-06, 1.99e-06, 3.80e-06, 9.75e-07, 2.65e-07, 4.41e-06, 1.29e-04, 4.65e-08, 4.59e-06, 4.38e-06, 3.31e-06, 7.00e-07, 9.05e-08, 1.06e-07, 5.18e-08, 2.87e-08, 0.00e+00, 0.00e+00, 2.06e-06, 7.67e-05]    []  
76300     [2.07e-06, 3.22e-06, 1.78e-06, 1.72e-06, 3.73e-06, 9.54e-07, 2.38e-07, 1.51e-06, 2.14e-07, 2.85e-10, 3.87e-06, 2.66e-06, 2.15e-06, 3.69e-07, 1.45e-08, 1.48e-07, 8.48e-08, 8.76e-08, 1.37e-08, 1.09e-07, 7.21e-07, 5.98e-07]    [2.07e-06, 3.22e-06, 1.78e-06, 1.72e-06, 3.73e-06, 9.54e-07, 2.38e-07, 1.51e-06, 2.14e-07, 2.85e-10, 3.87e-06, 2.66e-06, 2.15e-06, 3.69e-07, 1.45e-08, 1.48e-07, 8.48e-08, 8.76e-08, 1.37e-08, 1.09e-07, 7.21e-07, 5.98e-07]    []  
76400     [2.01e-06, 3.23e-06, 1.78e-06, 1.74e-06, 3.56e-06, 9.31e-07, 2.21e-07, 7.21e-08, 3.70e-08, 3.05e-08, 7.04e-06, 3.75e-06, 1.27e-05, 9.90e-06, 9.54e-08, 1.80e-07, 3.64e-07, 3.89e-07, 9.26e-10, 0.00e+00, 2.40e-07, 2.62e-07]    [2.01e-06, 3.23e-06, 1.78e-06, 1.74e-06, 3.56e-06, 9.31e-07, 2.21e-07, 7.21e-08, 3.70e-08, 3.05e-08, 7.04e-06, 3.75e-06, 1.27e-05, 9.90e-06, 9.54e-08, 1.80e-07, 3.64e-07, 3.89e-07, 9.26e-10, 0.00e+00, 2.40e-07, 2.62e-07]    []  
76500     [2.44e-05, 4.44e-06, 2.22e-06, 3.36e-06, 4.19e-06, 2.10e-06, 8.63e-07, 2.94e-07, 1.83e-06, 3.54e-05, 2.56e-04, 6.68e-04, 7.54e-05, 2.15e-03, 6.66e-05, 6.50e-05, 6.83e-06, 4.63e-06, 3.59e-12, 0.00e+00, 5.67e-07, 1.17e-06]    [2.44e-05, 4.44e-06, 2.22e-06, 3.36e-06, 4.19e-06, 2.10e-06, 8.63e-07, 2.94e-07, 1.83e-06, 3.54e-05, 2.56e-04, 6.68e-04, 7.54e-05, 2.15e-03, 6.66e-05, 6.50e-05, 6.83e-06, 4.63e-06, 3.59e-12, 0.00e+00, 5.67e-07, 1.17e-06]    []  
76600     [2.73e-06, 3.48e-06, 1.89e-06, 2.66e-06, 3.52e-06, 9.64e-07, 1.96e-07, 2.60e-07, 1.51e-07, 4.50e-07, 1.95e-04, 1.23e-04, 6.46e-04, 4.57e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.94e-08, 1.14e-09, 2.48e-07, 3.45e-07]    [2.73e-06, 3.48e-06, 1.89e-06, 2.66e-06, 3.52e-06, 9.64e-07, 1.96e-07, 2.60e-07, 1.51e-07, 4.50e-07, 1.95e-04, 1.23e-04, 6.46e-04, 4.57e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.94e-08, 1.14e-09, 2.48e-07, 3.45e-07]    []  
76700     [7.67e-06, 3.58e-06, 1.93e-06, 1.93e-06, 3.02e-06, 1.07e-06, 3.05e-07, 8.04e-06, 1.85e-05, 4.09e-06, 1.66e-04, 1.31e-04, 7.17e-04, 8.52e-04, 6.18e-06, 6.00e-06, 1.01e-05, 1.08e-05, 1.60e-06, 1.73e-06, 1.02e-05, 1.05e-05]    [7.67e-06, 3.58e-06, 1.93e-06, 1.93e-06, 3.02e-06, 1.07e-06, 3.05e-07, 8.04e-06, 1.85e-05, 4.09e-06, 1.66e-04, 1.31e-04, 7.17e-04, 8.52e-04, 6.18e-06, 6.00e-06, 1.01e-05, 1.08e-05, 1.60e-06, 1.73e-06, 1.02e-05, 1.05e-05]    []  
76800     [1.08e-05, 3.50e-06, 1.97e-06, 2.19e-06, 2.90e-06, 1.15e-06, 3.50e-07, 6.54e-05, 1.61e-06, 1.28e-05, 6.09e-05, 1.72e-04, 3.20e-04, 1.16e-03, 1.52e-05, 1.55e-05, 7.94e-06, 6.74e-06, 6.31e-06, 4.73e-08, 3.85e-05, 4.17e-07]    [1.08e-05, 3.50e-06, 1.97e-06, 2.19e-06, 2.90e-06, 1.15e-06, 3.50e-07, 6.54e-05, 1.61e-06, 1.28e-05, 6.09e-05, 1.72e-04, 3.20e-04, 1.16e-03, 1.52e-05, 1.55e-05, 7.94e-06, 6.74e-06, 6.31e-06, 4.73e-08, 3.85e-05, 4.17e-07]    []  
76900     [2.34e-06, 3.24e-06, 1.80e-06, 2.12e-06, 2.46e-06, 9.17e-07, 2.04e-07, 1.46e-06, 3.54e-05, 2.58e-07, 4.12e-06, 4.63e-06, 2.25e-06, 3.57e-06, 3.55e-08, 1.21e-07, 7.91e-08, 1.94e-07, 2.06e-07, 0.00e+00, 1.18e-06, 4.13e-05]    [2.34e-06, 3.24e-06, 1.80e-06, 2.12e-06, 2.46e-06, 9.17e-07, 2.04e-07, 1.46e-06, 3.54e-05, 2.58e-07, 4.12e-06, 4.63e-06, 2.25e-06, 3.57e-06, 3.55e-08, 1.21e-07, 7.91e-08, 1.94e-07, 2.06e-07, 0.00e+00, 1.18e-06, 4.13e-05]    []  
77000     [2.30e-06, 3.32e-06, 1.79e-06, 2.54e-06, 2.57e-06, 9.67e-07, 2.34e-07, 6.41e-06, 4.07e-07, 8.47e-07, 2.31e-05, 2.79e-05, 1.04e-04, 1.54e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.11e-07, 9.83e-08, 3.88e-06, 5.94e-07]    [2.30e-06, 3.32e-06, 1.79e-06, 2.54e-06, 2.57e-06, 9.67e-07, 2.34e-07, 6.41e-06, 4.07e-07, 8.47e-07, 2.31e-05, 2.79e-05, 1.04e-04, 1.54e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.11e-07, 9.83e-08, 3.88e-06, 5.94e-07]    []  
77100     [1.84e-06, 3.19e-06, 1.76e-06, 2.41e-06, 2.28e-06, 9.79e-07, 2.45e-07, 1.24e-10, 1.66e-06, 5.48e-08, 2.02e-05, 9.65e-06, 3.54e-05, 9.49e-06, 8.71e-08, 1.22e-07, 4.48e-07, 3.92e-07, 3.45e-08, 2.11e-07, 2.41e-07, 1.40e-06]    [1.84e-06, 3.19e-06, 1.76e-06, 2.41e-06, 2.28e-06, 9.79e-07, 2.45e-07, 1.24e-10, 1.66e-06, 5.48e-08, 2.02e-05, 9.65e-06, 3.54e-05, 9.49e-06, 8.71e-08, 1.22e-07, 4.48e-07, 3.92e-07, 3.45e-08, 2.11e-07, 2.41e-07, 1.40e-06]    []  
77200     [3.51e-06, 3.20e-06, 1.89e-06, 3.15e-06, 1.85e-06, 9.34e-07, 2.59e-07, 1.64e-06, 2.93e-05, 4.22e-07, 6.30e-05, 4.94e-05, 2.35e-04, 1.24e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.56e-06, 3.06e-06, 9.40e-06]    [3.51e-06, 3.20e-06, 1.89e-06, 3.15e-06, 1.85e-06, 9.34e-07, 2.59e-07, 1.64e-06, 2.93e-05, 4.22e-07, 6.30e-05, 4.94e-05, 2.35e-04, 1.24e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.56e-06, 3.06e-06, 9.40e-06]    []  
77300     [2.60e-06, 3.30e-06, 1.81e-06, 2.40e-06, 2.03e-06, 9.12e-07, 2.31e-07, 1.79e-07, 8.07e-08, 4.04e-07, 1.49e-05, 1.11e-05, 4.93e-05, 6.76e-05, 3.77e-07, 5.29e-07, 9.14e-07, 7.00e-07, 6.73e-08, 1.46e-08, 3.93e-07, 1.02e-07]    [2.60e-06, 3.30e-06, 1.81e-06, 2.40e-06, 2.03e-06, 9.12e-07, 2.31e-07, 1.79e-07, 8.07e-08, 4.04e-07, 1.49e-05, 1.11e-05, 4.93e-05, 6.76e-05, 3.77e-07, 5.29e-07, 9.14e-07, 7.00e-07, 6.73e-08, 1.46e-08, 3.93e-07, 1.02e-07]    []  
77400     [3.24e-06, 3.26e-06, 1.77e-06, 2.43e-06, 2.01e-06, 9.40e-07, 2.35e-07, 7.27e-08, 7.72e-07, 8.26e-07, 6.33e-05, 4.05e-05, 2.27e-04, 2.07e-04, 1.08e-06, 1.11e-06, 2.71e-06, 2.86e-06, 1.81e-07, 1.19e-10, 1.05e-06, 8.75e-08]    [3.24e-06, 3.26e-06, 1.77e-06, 2.43e-06, 2.01e-06, 9.40e-07, 2.35e-07, 7.27e-08, 7.72e-07, 8.26e-07, 6.33e-05, 4.05e-05, 2.27e-04, 2.07e-04, 1.08e-06, 1.11e-06, 2.71e-06, 2.86e-06, 1.81e-07, 1.19e-10, 1.05e-06, 8.75e-08]    []  
77500     [1.76e-06, 3.22e-06, 1.77e-06, 3.21e-06, 1.66e-06, 9.82e-07, 2.87e-07, 4.81e-07, 2.10e-06, 8.49e-07, 5.13e-06, 1.52e-05, 3.80e-06, 3.71e-05, 0.00e+00, 0.00e+00, 0.00e+00, 8.19e-10, 8.09e-08, 0.00e+00, 4.71e-07, 1.89e-06]    [1.76e-06, 3.22e-06, 1.77e-06, 3.21e-06, 1.66e-06, 9.82e-07, 2.87e-07, 4.81e-07, 2.10e-06, 8.49e-07, 5.13e-06, 1.52e-05, 3.80e-06, 3.71e-05, 0.00e+00, 0.00e+00, 0.00e+00, 8.19e-10, 8.09e-08, 0.00e+00, 4.71e-07, 1.89e-06]    []  
77600     [4.34e-06, 3.50e-06, 1.96e-06, 3.73e-06, 2.00e-06, 1.16e-06, 3.49e-07, 8.08e-07, 1.37e-06, 4.79e-06, 5.59e-05, 1.09e-04, 2.93e-04, 6.55e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.29e-06, 8.73e-07]    [4.34e-06, 3.50e-06, 1.96e-06, 3.73e-06, 2.00e-06, 1.16e-06, 3.49e-07, 8.08e-07, 1.37e-06, 4.79e-06, 5.59e-05, 1.09e-04, 2.93e-04, 6.55e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.29e-06, 8.73e-07]    []  
77700     [1.75e-06, 3.15e-06, 1.74e-06, 3.18e-06, 1.68e-06, 9.36e-07, 2.34e-07, 6.80e-08, 3.18e-05, 3.32e-07, 9.02e-06, 1.10e-05, 3.27e-05, 4.27e-05, 9.15e-10, 0.00e+00, 0.00e+00, 0.00e+00, 7.31e-09, 0.00e+00, 2.19e-07, 4.86e-05]    [1.75e-06, 3.15e-06, 1.74e-06, 3.18e-06, 1.68e-06, 9.36e-07, 2.34e-07, 6.80e-08, 3.18e-05, 3.32e-07, 9.02e-06, 1.10e-05, 3.27e-05, 4.27e-05, 9.15e-10, 0.00e+00, 0.00e+00, 0.00e+00, 7.31e-09, 0.00e+00, 2.19e-07, 4.86e-05]    []  
77800     [2.09e-06, 3.09e-06, 1.80e-06, 3.50e-06, 1.61e-06, 9.11e-07, 2.32e-07, 5.99e-07, 7.74e-08, 1.49e-07, 3.43e-05, 2.77e-05, 1.08e-04, 6.62e-05, 2.80e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.31e-08, 5.73e-06, 1.47e-07]    [2.09e-06, 3.09e-06, 1.80e-06, 3.50e-06, 1.61e-06, 9.11e-07, 2.32e-07, 5.99e-07, 7.74e-08, 1.49e-07, 3.43e-05, 2.77e-05, 1.08e-04, 6.62e-05, 2.80e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.31e-08, 5.73e-06, 1.47e-07]    []  
77900     [2.28e-06, 3.10e-06, 1.83e-06, 3.85e-06, 1.66e-06, 9.77e-07, 2.41e-07, 5.54e-05, 2.63e-05, 9.55e-07, 5.85e-05, 5.34e-05, 2.28e-04, 2.49e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.34e-05, 2.69e-05]    [2.28e-06, 3.10e-06, 1.83e-06, 3.85e-06, 1.66e-06, 9.77e-07, 2.41e-07, 5.54e-05, 2.63e-05, 9.55e-07, 5.85e-05, 5.34e-05, 2.28e-04, 2.49e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.34e-05, 2.69e-05]    []  
78000     [2.25e-06, 3.04e-06, 1.82e-06, 3.38e-06, 1.69e-06, 9.15e-07, 2.25e-07, 5.92e-09, 4.96e-06, 3.32e-07, 8.76e-06, 1.31e-05, 9.60e-06, 6.65e-06, 2.88e-07, 3.01e-07, 2.20e-08, 3.49e-08, 7.03e-08, 3.95e-07, 3.86e-07, 2.55e-06]    [2.25e-06, 3.04e-06, 1.82e-06, 3.38e-06, 1.69e-06, 9.15e-07, 2.25e-07, 5.92e-09, 4.96e-06, 3.32e-07, 8.76e-06, 1.31e-05, 9.60e-06, 6.65e-06, 2.88e-07, 3.01e-07, 2.20e-08, 3.49e-08, 7.03e-08, 3.95e-07, 3.86e-07, 2.55e-06]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 46.132031 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
78000     [2.25e-06, 3.04e-06, 1.82e-06, 3.38e-06, 1.69e-06, 9.15e-07, 2.25e-07, 5.92e-09, 4.96e-06, 3.32e-07, 8.76e-06, 1.31e-05, 9.60e-06, 6.65e-06, 2.88e-07, 3.01e-07, 2.20e-08, 3.49e-08, 7.03e-08, 3.95e-07, 3.86e-07, 2.55e-06]    [2.25e-06, 3.04e-06, 1.82e-06, 3.38e-06, 1.69e-06, 9.15e-07, 2.25e-07, 5.92e-09, 4.96e-06, 3.32e-07, 8.76e-06, 1.31e-05, 9.60e-06, 6.65e-06, 2.88e-07, 3.01e-07, 2.20e-08, 3.49e-08, 7.03e-08, 3.95e-07, 3.86e-07, 2.55e-06]    []  
78100     [7.92e-06, 3.70e-06, 2.30e-06, 4.55e-06, 2.10e-06, 1.14e-06, 3.49e-07, 1.12e-04, 4.00e-05, 7.23e-06, 1.80e-04, 2.20e-04, 8.25e-04, 1.32e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.50e-04, 5.56e-05]    [7.92e-06, 3.70e-06, 2.30e-06, 4.55e-06, 2.10e-06, 1.14e-06, 3.49e-07, 1.12e-04, 4.00e-05, 7.23e-06, 1.80e-04, 2.20e-04, 8.25e-04, 1.32e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.50e-04, 5.56e-05]    []  
78200     [2.02e-06, 3.08e-06, 1.85e-06, 3.48e-06, 1.44e-06, 9.19e-07, 2.42e-07, 3.76e-07, 3.97e-07, 1.04e-06, 7.91e-06, 1.85e-05, 3.92e-06, 4.31e-05, 0.00e+00, 0.00e+00, 0.00e+00, 8.96e-09, 9.56e-12, 2.91e-16, 4.20e-07, 1.99e-07]    [2.02e-06, 3.08e-06, 1.85e-06, 3.48e-06, 1.44e-06, 9.19e-07, 2.42e-07, 3.76e-07, 3.97e-07, 1.04e-06, 7.91e-06, 1.85e-05, 3.92e-06, 4.31e-05, 0.00e+00, 0.00e+00, 0.00e+00, 8.96e-09, 9.56e-12, 2.91e-16, 4.20e-07, 1.99e-07]    []  
78300     [2.18e-06, 3.04e-06, 1.87e-06, 3.73e-06, 1.58e-06, 9.01e-07, 2.34e-07, 1.21e-07, 3.95e-08, 1.60e-06, 1.13e-05, 2.72e-05, 6.33e-05, 1.45e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.90e-10, 1.66e-08, 1.98e-07, 9.61e-08]    [2.18e-06, 3.04e-06, 1.87e-06, 3.73e-06, 1.58e-06, 9.01e-07, 2.34e-07, 1.21e-07, 3.95e-08, 1.60e-06, 1.13e-05, 2.72e-05, 6.33e-05, 1.45e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.90e-10, 1.66e-08, 1.98e-07, 9.61e-08]    []  
78400     [2.04e-06, 3.01e-06, 1.88e-06, 3.56e-06, 1.79e-06, 8.84e-07, 2.10e-07, 7.95e-06, 2.36e-06, 4.56e-08, 1.63e-05, 1.26e-05, 1.90e-05, 1.27e-06, 3.52e-08, 1.10e-07, 2.42e-09, 1.57e-08, 9.02e-08, 1.08e-07, 3.57e-06, 6.21e-07]    [2.04e-06, 3.01e-06, 1.88e-06, 3.56e-06, 1.79e-06, 8.84e-07, 2.10e-07, 7.95e-06, 2.36e-06, 4.56e-08, 1.63e-05, 1.26e-05, 1.90e-05, 1.27e-06, 3.52e-08, 1.10e-07, 2.42e-09, 1.57e-08, 9.02e-08, 1.08e-07, 3.57e-06, 6.21e-07]    []  
78500     [2.56e-06, 3.07e-06, 1.87e-06, 3.15e-06, 1.75e-06, 8.47e-07, 2.15e-07, 2.67e-07, 1.05e-06, 3.35e-07, 9.65e-06, 1.07e-05, 3.27e-05, 5.74e-05, 4.66e-07, 5.22e-07, 5.42e-07, 6.21e-07, 1.11e-07, 0.00e+00, 6.68e-07, 5.96e-07]    [2.56e-06, 3.07e-06, 1.87e-06, 3.15e-06, 1.75e-06, 8.47e-07, 2.15e-07, 2.67e-07, 1.05e-06, 3.35e-07, 9.65e-06, 1.07e-05, 3.27e-05, 5.74e-05, 4.66e-07, 5.22e-07, 5.42e-07, 6.21e-07, 1.11e-07, 0.00e+00, 6.68e-07, 5.96e-07]    []  
78600     [1.68e-05, 4.69e-06, 2.74e-06, 5.43e-06, 3.06e-06, 2.16e-06, 9.59e-07, 3.97e-07, 1.55e-07, 4.51e-05, 8.97e-05, 7.34e-04, 2.38e-04, 2.63e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.27e-08, 1.86e-10, 2.18e-07, 1.84e-07]    [1.68e-05, 4.69e-06, 2.74e-06, 5.43e-06, 3.06e-06, 2.16e-06, 9.59e-07, 3.97e-07, 1.55e-07, 4.51e-05, 8.97e-05, 7.34e-04, 2.38e-04, 2.63e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.27e-08, 1.86e-10, 2.18e-07, 1.84e-07]    []  
78700     [2.00e-06, 3.13e-06, 1.97e-06, 3.39e-06, 1.62e-06, 7.77e-07, 2.02e-07, 5.65e-06, 1.52e-06, 1.08e-07, 3.30e-06, 4.67e-06, 1.13e-05, 1.32e-05, 3.46e-09, 1.11e-11, 3.21e-09, 1.06e-09, 3.84e-07, 1.12e-06, 2.05e-06, 6.64e-06]    [2.00e-06, 3.13e-06, 1.97e-06, 3.39e-06, 1.62e-06, 7.77e-07, 2.02e-07, 5.65e-06, 1.52e-06, 1.08e-07, 3.30e-06, 4.67e-06, 1.13e-05, 1.32e-05, 3.46e-09, 1.11e-11, 3.21e-09, 1.06e-09, 3.84e-07, 1.12e-06, 2.05e-06, 6.64e-06]    []  
78800     [1.62e-06, 3.04e-06, 1.93e-06, 3.32e-06, 1.80e-06, 8.20e-07, 2.02e-07, 2.38e-06, 1.86e-07, 1.09e-09, 5.94e-06, 5.81e-06, 1.18e-05, 1.24e-06, 1.21e-08, 6.03e-09, 1.59e-07, 1.40e-07, 7.48e-10, 2.72e-09, 1.89e-07, 2.89e-08]    [1.62e-06, 3.04e-06, 1.93e-06, 3.32e-06, 1.80e-06, 8.20e-07, 2.02e-07, 2.38e-06, 1.86e-07, 1.09e-09, 5.94e-06, 5.81e-06, 1.18e-05, 1.24e-06, 1.21e-08, 6.03e-09, 1.59e-07, 1.40e-07, 7.48e-10, 2.72e-09, 1.89e-07, 2.89e-08]    []  
78900     [9.39e-06, 3.97e-06, 2.72e-06, 4.11e-06, 1.84e-06, 1.25e-06, 5.83e-07, 3.32e-05, 1.76e-09, 1.80e-05, 1.28e-04, 2.26e-04, 5.62e-05, 4.36e-04, 1.34e-05, 1.10e-05, 7.57e-07, 6.97e-07, 3.71e-06, 9.57e-12, 2.18e-05, 4.09e-06]    [9.39e-06, 3.97e-06, 2.72e-06, 4.11e-06, 1.84e-06, 1.25e-06, 5.83e-07, 3.32e-05, 1.76e-09, 1.80e-05, 1.28e-04, 2.26e-04, 5.62e-05, 4.36e-04, 1.34e-05, 1.10e-05, 7.57e-07, 6.97e-07, 3.71e-06, 9.57e-12, 2.18e-05, 4.09e-06]    []  
79000     [3.87e-06, 3.08e-06, 1.98e-06, 3.04e-06, 1.68e-06, 7.48e-07, 2.05e-07, 5.28e-06, 2.89e-07, 1.87e-06, 8.33e-06, 2.41e-05, 2.88e-05, 1.36e-04, 1.15e-06, 2.01e-06, 7.93e-07, 7.05e-07, 0.00e+00, 2.75e-08, 1.67e-06, 1.91e-07]    [3.87e-06, 3.08e-06, 1.98e-06, 3.04e-06, 1.68e-06, 7.48e-07, 2.05e-07, 5.28e-06, 2.89e-07, 1.87e-06, 8.33e-06, 2.41e-05, 2.88e-05, 1.36e-04, 1.15e-06, 2.01e-06, 7.93e-07, 7.05e-07, 0.00e+00, 2.75e-08, 1.67e-06, 1.91e-07]    []  
79100     [5.33e-06, 3.50e-06, 2.21e-06, 4.22e-06, 2.13e-06, 1.02e-06, 2.92e-07, 1.32e-06, 3.91e-06, 7.87e-06, 4.42e-05, 1.43e-04, 2.63e-04, 7.93e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.19e-08, 4.34e-08, 1.05e-06, 1.95e-06]    [5.33e-06, 3.50e-06, 2.21e-06, 4.22e-06, 2.13e-06, 1.02e-06, 2.92e-07, 1.32e-06, 3.91e-06, 7.87e-06, 4.42e-05, 1.43e-04, 2.63e-04, 7.93e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.19e-08, 4.34e-08, 1.05e-06, 1.95e-06]    []  
79200     [2.08e-06, 3.00e-06, 1.98e-06, 3.18e-06, 1.79e-06, 7.45e-07, 1.84e-07, 2.72e-07, 1.91e-07, 1.99e-07, 7.57e-06, 6.70e-06, 2.20e-05, 2.40e-05, 1.78e-07, 1.86e-07, 3.23e-07, 4.40e-07, 9.14e-09, 2.31e-08, 1.21e-07, 1.35e-07]    [2.08e-06, 3.00e-06, 1.98e-06, 3.18e-06, 1.79e-06, 7.45e-07, 1.84e-07, 2.72e-07, 1.91e-07, 1.99e-07, 7.57e-06, 6.70e-06, 2.20e-05, 2.40e-05, 1.78e-07, 1.86e-07, 3.23e-07, 4.40e-07, 9.14e-09, 2.31e-08, 1.21e-07, 1.35e-07]    []  
79300     [2.15e-06, 3.28e-06, 1.97e-06, 3.58e-06, 2.07e-06, 7.50e-07, 1.65e-07, 2.39e-04, 3.51e-05, 1.04e-06, 2.74e-05, 3.20e-05, 1.27e-04, 1.71e-04, 1.34e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.04e-05, 0.00e+00, 1.14e-04, 3.80e-05]    [2.15e-06, 3.28e-06, 1.97e-06, 3.58e-06, 2.07e-06, 7.50e-07, 1.65e-07, 2.39e-04, 3.51e-05, 1.04e-06, 2.74e-05, 3.20e-05, 1.27e-04, 1.71e-04, 1.34e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.04e-05, 0.00e+00, 1.14e-04, 3.80e-05]    []  
79400     [2.42e-06, 2.95e-06, 2.02e-06, 3.31e-06, 1.60e-06, 7.37e-07, 2.10e-07, 1.08e-10, 4.79e-07, 5.71e-08, 2.76e-06, 5.76e-06, 8.74e-06, 4.95e-06, 0.00e+00, 7.46e-10, 0.00e+00, 1.21e-08, 9.79e-09, 2.14e-11, 1.19e-07, 1.16e-07]    [2.42e-06, 2.95e-06, 2.02e-06, 3.31e-06, 1.60e-06, 7.37e-07, 2.10e-07, 1.08e-10, 4.79e-07, 5.71e-08, 2.76e-06, 5.76e-06, 8.74e-06, 4.95e-06, 0.00e+00, 7.46e-10, 0.00e+00, 1.21e-08, 9.79e-09, 2.14e-11, 1.19e-07, 1.16e-07]    []  
79500     [3.62e-06, 3.02e-06, 2.06e-06, 3.14e-06, 1.88e-06, 7.01e-07, 1.84e-07, 1.27e-07, 2.47e-06, 2.20e-06, 8.68e-06, 2.40e-05, 1.13e-05, 1.06e-04, 1.53e-06, 1.39e-06, 5.73e-07, 5.60e-07, 2.16e-08, 1.85e-07, 1.65e-07, 1.19e-06]    [3.62e-06, 3.02e-06, 2.06e-06, 3.14e-06, 1.88e-06, 7.01e-07, 1.84e-07, 1.27e-07, 2.47e-06, 2.20e-06, 8.68e-06, 2.40e-05, 1.13e-05, 1.06e-04, 1.53e-06, 1.39e-06, 5.73e-07, 5.60e-07, 2.16e-08, 1.85e-07, 1.65e-07, 1.19e-06]    []  
79600     [1.19e-05, 4.01e-06, 2.53e-06, 4.66e-06, 2.70e-06, 1.42e-06, 5.58e-07, 1.45e-04, 9.48e-05, 2.08e-05, 7.45e-05, 3.83e-04, 4.48e-04, 1.90e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.34e-04, 8.39e-05]    [1.19e-05, 4.01e-06, 2.53e-06, 4.66e-06, 2.70e-06, 1.42e-06, 5.58e-07, 1.45e-04, 9.48e-05, 2.08e-05, 7.45e-05, 3.83e-04, 4.48e-04, 1.90e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.34e-04, 8.39e-05]    []  
79700     [4.84e-06, 3.29e-06, 2.39e-06, 3.60e-06, 1.61e-06, 7.90e-07, 3.04e-07, 2.05e-06, 2.95e-06, 2.72e-06, 8.24e-05, 1.12e-04, 6.79e-05, 6.99e-05, 4.93e-06, 2.92e-06, 3.95e-09, 2.50e-08, 1.66e-08, 2.81e-08, 4.66e-06, 2.02e-06]    [4.84e-06, 3.29e-06, 2.39e-06, 3.60e-06, 1.61e-06, 7.90e-07, 3.04e-07, 2.05e-06, 2.95e-06, 2.72e-06, 8.24e-05, 1.12e-04, 6.79e-05, 6.99e-05, 4.93e-06, 2.92e-06, 3.95e-09, 2.50e-08, 1.66e-08, 2.81e-08, 4.66e-06, 2.02e-06]    []  
79800     [4.22e-06, 3.32e-06, 2.20e-06, 3.87e-06, 2.17e-06, 8.16e-07, 2.35e-07, 1.05e-05, 1.42e-06, 4.28e-06, 6.00e-05, 1.03e-04, 2.81e-04, 5.73e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.28e-05, 2.07e-06]    [4.22e-06, 3.32e-06, 2.20e-06, 3.87e-06, 2.17e-06, 8.16e-07, 2.35e-07, 1.05e-05, 1.42e-06, 4.28e-06, 6.00e-05, 1.03e-04, 2.81e-04, 5.73e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.28e-05, 2.07e-06]    []  
79900     [1.03e-05, 3.70e-06, 2.55e-06, 3.41e-06, 1.90e-06, 1.06e-06, 4.65e-07, 1.49e-06, 1.31e-05, 1.54e-05, 4.01e-05, 1.17e-04, 1.32e-04, 7.33e-04, 9.48e-06, 9.28e-06, 4.07e-06, 5.44e-06, 5.64e-08, 0.00e+00, 3.95e-07, 1.97e-05]    [1.03e-05, 3.70e-06, 2.55e-06, 3.41e-06, 1.90e-06, 1.06e-06, 4.65e-07, 1.49e-06, 1.31e-05, 1.54e-05, 4.01e-05, 1.17e-04, 1.32e-04, 7.33e-04, 9.48e-06, 9.28e-06, 4.07e-06, 5.44e-06, 5.64e-08, 0.00e+00, 3.95e-07, 1.97e-05]    []  
80000     [2.08e-06, 3.00e-06, 2.03e-06, 3.22e-06, 1.78e-06, 6.14e-07, 1.86e-07, 2.32e-08, 2.20e-09, 1.01e-07, 2.70e-06, 3.51e-06, 5.91e-06, 9.54e-06, 8.45e-08, 1.26e-07, 1.36e-07, 2.17e-07, 0.00e+00, 2.80e-10, 9.56e-07, 5.63e-08]    [2.08e-06, 3.00e-06, 2.03e-06, 3.22e-06, 1.78e-06, 6.14e-07, 1.86e-07, 2.32e-08, 2.20e-09, 1.01e-07, 2.70e-06, 3.51e-06, 5.91e-06, 9.54e-06, 8.45e-08, 1.26e-07, 1.36e-07, 2.17e-07, 0.00e+00, 2.80e-10, 9.56e-07, 5.63e-08]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 47.886383 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
80000     [2.08e-06, 3.00e-06, 2.03e-06, 3.22e-06, 1.78e-06, 6.14e-07, 1.86e-07, 2.32e-08, 2.20e-09, 1.01e-07, 2.70e-06, 3.51e-06, 5.91e-06, 9.54e-06, 8.45e-08, 1.26e-07, 1.36e-07, 2.17e-07, 0.00e+00, 2.80e-10, 9.56e-07, 5.63e-08]    [2.08e-06, 3.00e-06, 2.03e-06, 3.22e-06, 1.78e-06, 6.14e-07, 1.86e-07, 2.32e-08, 2.20e-09, 1.01e-07, 2.70e-06, 3.51e-06, 5.91e-06, 9.54e-06, 8.45e-08, 1.26e-07, 1.36e-07, 2.17e-07, 0.00e+00, 2.80e-10, 9.56e-07, 5.63e-08]    []  
80100     [3.25e-06, 3.28e-06, 2.21e-06, 3.71e-06, 2.23e-06, 6.73e-07, 1.92e-07, 1.43e-09, 1.34e-06, 2.62e-06, 5.83e-05, 7.47e-05, 2.42e-04, 3.88e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-06, 2.17e-06]    [3.25e-06, 3.28e-06, 2.21e-06, 3.71e-06, 2.23e-06, 6.73e-07, 1.92e-07, 1.43e-09, 1.34e-06, 2.62e-06, 5.83e-05, 7.47e-05, 2.42e-04, 3.88e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-06, 2.17e-06]    []  
80200     [2.86e-06, 3.13e-06, 2.34e-06, 3.35e-06, 1.63e-06, 6.25e-07, 1.97e-07, 1.39e-06, 5.51e-05, 5.30e-08, 3.28e-05, 2.91e-05, 1.04e-04, 4.16e-05, 4.96e-09, 7.44e-09, 2.26e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.78e-06, 2.56e-05]    [2.86e-06, 3.13e-06, 2.34e-06, 3.35e-06, 1.63e-06, 6.25e-07, 1.97e-07, 1.39e-06, 5.51e-05, 5.30e-08, 3.28e-05, 2.91e-05, 1.04e-04, 4.16e-05, 4.96e-09, 7.44e-09, 2.26e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.78e-06, 2.56e-05]    []  
80300     [2.82e-06, 2.97e-06, 2.10e-06, 3.07e-06, 1.76e-06, 7.15e-07, 1.83e-07, 4.03e-08, 3.43e-09, 6.31e-07, 7.84e-06, 1.03e-05, 2.83e-05, 5.70e-05, 4.53e-07, 5.28e-07, 6.20e-07, 5.24e-07, 2.13e-10, 3.50e-12, 1.18e-07, 9.40e-08]    [2.82e-06, 2.97e-06, 2.10e-06, 3.07e-06, 1.76e-06, 7.15e-07, 1.83e-07, 4.03e-08, 3.43e-09, 6.31e-07, 7.84e-06, 1.03e-05, 2.83e-05, 5.70e-05, 4.53e-07, 5.28e-07, 6.20e-07, 5.24e-07, 2.13e-10, 3.50e-12, 1.18e-07, 9.40e-08]    []  
80400     [2.70e-06, 2.93e-06, 2.04e-06, 2.84e-06, 1.97e-06, 7.44e-07, 1.97e-07, 1.65e-07, 1.49e-06, 3.66e-07, 2.10e-05, 1.75e-05, 6.41e-05, 7.36e-05, 6.45e-07, 5.11e-07, 9.55e-07, 9.10e-07, 6.34e-08, 5.43e-08, 3.62e-07, 3.26e-07]    [2.70e-06, 2.93e-06, 2.04e-06, 2.84e-06, 1.97e-06, 7.44e-07, 1.97e-07, 1.65e-07, 1.49e-06, 3.66e-07, 2.10e-05, 1.75e-05, 6.41e-05, 7.36e-05, 6.45e-07, 5.11e-07, 9.55e-07, 9.10e-07, 6.34e-08, 5.43e-08, 3.62e-07, 3.26e-07]    []  
80500     [2.92e-06, 3.38e-06, 2.39e-06, 3.21e-06, 1.67e-06, 8.97e-07, 2.85e-07, 8.99e-06, 3.18e-05, 8.78e-08, 1.05e-04, 8.29e-05, 2.47e-04, 4.53e-05, 1.69e-07, 2.93e-07, 1.74e-06, 1.35e-06, 0.00e+00, 0.00e+00, 2.97e-06, 7.95e-06]    [2.92e-06, 3.38e-06, 2.39e-06, 3.21e-06, 1.67e-06, 8.97e-07, 2.85e-07, 8.99e-06, 3.18e-05, 8.78e-08, 1.05e-04, 8.29e-05, 2.47e-04, 4.53e-05, 1.69e-07, 2.93e-07, 1.74e-06, 1.35e-06, 0.00e+00, 0.00e+00, 2.97e-06, 7.95e-06]    []  
80600     [4.41e-06, 2.95e-06, 2.32e-06, 2.77e-06, 2.18e-06, 6.98e-07, 2.08e-07, 3.10e-07, 2.21e-07, 2.51e-06, 8.58e-06, 4.11e-05, 2.62e-05, 1.81e-04, 1.55e-06, 4.54e-06, 1.42e-06, 2.17e-07, 4.36e-08, 0.00e+00, 3.14e-07, 1.49e-06]    [4.41e-06, 2.95e-06, 2.32e-06, 2.77e-06, 2.18e-06, 6.98e-07, 2.08e-07, 3.10e-07, 2.21e-07, 2.51e-06, 8.58e-06, 4.11e-05, 2.62e-05, 1.81e-04, 1.55e-06, 4.54e-06, 1.42e-06, 2.17e-07, 4.36e-08, 0.00e+00, 3.14e-07, 1.49e-06]    []  
80700     [6.71e-06, 3.15e-06, 2.20e-06, 3.12e-06, 1.85e-06, 7.99e-07, 3.08e-07, 5.43e-05, 5.16e-05, 6.99e-06, 4.01e-05, 8.47e-05, 1.90e-04, 5.71e-04, 6.41e-06, 7.08e-06, 3.56e-06, 3.50e-06, 5.92e-06, 4.69e-06, 3.42e-05, 2.55e-05]    [6.71e-06, 3.15e-06, 2.20e-06, 3.12e-06, 1.85e-06, 7.99e-07, 3.08e-07, 5.43e-05, 5.16e-05, 6.99e-06, 4.01e-05, 8.47e-05, 1.90e-04, 5.71e-04, 6.41e-06, 7.08e-06, 3.56e-06, 3.50e-06, 5.92e-06, 4.69e-06, 3.42e-05, 2.55e-05]    []  
80800     [1.40e-06, 2.94e-06, 2.03e-06, 2.85e-06, 2.07e-06, 7.10e-07, 1.90e-07, 1.83e-06, 3.62e-06, 2.58e-07, 5.96e-06, 8.22e-06, 4.21e-06, 5.18e-06, 4.31e-09, 0.00e+00, 3.40e-08, 5.42e-08, 8.24e-08, 0.00e+00, 4.24e-07, 3.21e-06]    [1.40e-06, 2.94e-06, 2.03e-06, 2.85e-06, 2.07e-06, 7.10e-07, 1.90e-07, 1.83e-06, 3.62e-06, 2.58e-07, 5.96e-06, 8.22e-06, 4.21e-06, 5.18e-06, 4.31e-09, 0.00e+00, 3.40e-08, 5.42e-08, 8.24e-08, 0.00e+00, 4.24e-07, 3.21e-06]    []  
80900     [1.71e-06, 2.88e-06, 2.01e-06, 2.71e-06, 2.12e-06, 6.96e-07, 1.81e-07, 7.27e-09, 1.04e-06, 2.65e-09, 5.87e-06, 4.04e-06, 9.23e-06, 2.49e-06, 5.67e-08, 1.40e-08, 1.50e-07, 1.71e-07, 4.19e-08, 1.05e-07, 2.59e-07, 7.07e-07]    [1.71e-06, 2.88e-06, 2.01e-06, 2.71e-06, 2.12e-06, 6.96e-07, 1.81e-07, 7.27e-09, 1.04e-06, 2.65e-09, 5.87e-06, 4.04e-06, 9.23e-06, 2.49e-06, 5.67e-08, 1.40e-08, 1.50e-07, 1.71e-07, 4.19e-08, 1.05e-07, 2.59e-07, 7.07e-07]    []  
81000     [2.96e-06, 2.93e-06, 2.09e-06, 3.46e-06, 1.88e-06, 7.48e-07, 1.77e-07, 7.48e-07, 3.33e-07, 3.46e-06, 1.34e-05, 4.50e-05, 9.10e-05, 2.47e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.58e-08, 1.73e-08, 2.91e-07, 1.06e-07]    [2.96e-06, 2.93e-06, 2.09e-06, 3.46e-06, 1.88e-06, 7.48e-07, 1.77e-07, 7.48e-07, 3.33e-07, 3.46e-06, 1.34e-05, 4.50e-05, 9.10e-05, 2.47e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.58e-08, 1.73e-08, 2.91e-07, 1.06e-07]    []  
81100     [1.84e-06, 2.88e-06, 2.07e-06, 2.87e-06, 2.10e-06, 6.66e-07, 1.70e-07, 5.26e-09, 2.11e-06, 6.40e-08, 2.31e-06, 3.74e-06, 2.28e-06, 2.92e-06, 6.19e-08, 7.97e-08, 3.75e-08, 3.26e-08, 6.88e-09, 0.00e+00, 9.27e-08, 1.04e-06]    [1.84e-06, 2.88e-06, 2.07e-06, 2.87e-06, 2.10e-06, 6.66e-07, 1.70e-07, 5.26e-09, 2.11e-06, 6.40e-08, 2.31e-06, 3.74e-06, 2.28e-06, 2.92e-06, 6.19e-08, 7.97e-08, 3.75e-08, 3.26e-08, 6.88e-09, 0.00e+00, 9.27e-08, 1.04e-06]    []  
81200     [2.30e-05, 4.23e-06, 2.94e-06, 4.17e-06, 3.61e-06, 1.51e-06, 8.88e-07, 1.52e-05, 1.21e-08, 4.95e-05, 1.28e-04, 4.96e-04, 4.06e-04, 2.71e-03, 5.10e-05, 5.69e-05, 1.53e-05, 1.36e-05, 1.83e-06, 2.52e-09, 1.08e-05, 6.00e-08]    [2.30e-05, 4.23e-06, 2.94e-06, 4.17e-06, 3.61e-06, 1.51e-06, 8.88e-07, 1.52e-05, 1.21e-08, 4.95e-05, 1.28e-04, 4.96e-04, 4.06e-04, 2.71e-03, 5.10e-05, 5.69e-05, 1.53e-05, 1.36e-05, 1.83e-06, 2.52e-09, 1.08e-05, 6.00e-08]    []  
81300     [2.84e-06, 3.31e-06, 2.24e-06, 3.59e-06, 1.58e-06, 7.61e-07, 2.25e-07, 9.75e-05, 5.94e-07, 6.65e-09, 7.09e-05, 2.79e-05, 1.91e-04, 1.30e-04, 6.71e-07, 1.35e-07, 8.38e-08, 1.26e-06, 0.00e+00, 0.00e+00, 6.33e-05, 7.99e-07]    [2.84e-06, 3.31e-06, 2.24e-06, 3.59e-06, 1.58e-06, 7.61e-07, 2.25e-07, 9.75e-05, 5.94e-07, 6.65e-09, 7.09e-05, 2.79e-05, 1.91e-04, 1.30e-04, 6.71e-07, 1.35e-07, 8.38e-08, 1.26e-06, 0.00e+00, 0.00e+00, 6.33e-05, 7.99e-07]    []  
81400     [4.46e-06, 3.10e-06, 2.33e-06, 3.03e-06, 1.71e-06, 7.39e-07, 2.29e-07, 1.11e-07, 2.20e-05, 2.34e-06, 2.15e-05, 2.65e-05, 8.73e-05, 1.91e-04, 7.95e-07, 1.93e-06, 1.98e-06, 1.04e-06, 1.17e-08, 0.00e+00, 2.01e-07, 1.42e-05]    [4.46e-06, 3.10e-06, 2.33e-06, 3.03e-06, 1.71e-06, 7.39e-07, 2.29e-07, 1.11e-07, 2.20e-05, 2.34e-06, 2.15e-05, 2.65e-05, 8.73e-05, 1.91e-04, 7.95e-07, 1.93e-06, 1.98e-06, 1.04e-06, 1.17e-08, 0.00e+00, 2.01e-07, 1.42e-05]    []  
81500     [2.25e-06, 2.93e-06, 2.07e-06, 2.78e-06, 2.08e-06, 7.47e-07, 2.03e-07, 1.22e-04, 7.73e-07, 2.02e-07, 1.74e-05, 1.33e-05, 4.99e-05, 4.90e-05, 4.04e-07, 2.93e-07, 7.23e-07, 5.90e-07, 1.14e-05, 2.90e-07, 6.55e-05, 1.85e-06]    [2.25e-06, 2.93e-06, 2.07e-06, 2.78e-06, 2.08e-06, 7.47e-07, 2.03e-07, 1.22e-04, 7.73e-07, 2.02e-07, 1.74e-05, 1.33e-05, 4.99e-05, 4.90e-05, 4.04e-07, 2.93e-07, 7.23e-07, 5.90e-07, 1.14e-05, 2.90e-07, 6.55e-05, 1.85e-06]    []  
81600     [1.47e-06, 2.92e-06, 2.11e-06, 2.89e-06, 2.26e-06, 6.96e-07, 1.77e-07, 1.15e-05, 1.84e-05, 2.06e-07, 1.39e-06, 4.40e-06, 5.20e-06, 1.45e-05, 0.00e+00, 1.09e-11, 3.43e-10, 9.65e-12, 0.00e+00, 1.57e-06, 5.51e-06, 9.56e-06]    [1.47e-06, 2.92e-06, 2.11e-06, 2.89e-06, 2.26e-06, 6.96e-07, 1.77e-07, 1.15e-05, 1.84e-05, 2.06e-07, 1.39e-06, 4.40e-06, 5.20e-06, 1.45e-05, 0.00e+00, 1.09e-11, 3.43e-10, 9.65e-12, 0.00e+00, 1.57e-06, 5.51e-06, 9.56e-06]    []  
81700     [1.50e-06, 2.89e-06, 2.02e-06, 2.76e-06, 2.20e-06, 6.67e-07, 1.75e-07, 7.11e-06, 1.11e-06, 1.09e-07, 1.16e-05, 9.99e-06, 3.42e-05, 3.28e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.30e-06, 8.26e-07]    [1.50e-06, 2.89e-06, 2.02e-06, 2.76e-06, 2.20e-06, 6.67e-07, 1.75e-07, 7.11e-06, 1.11e-06, 1.09e-07, 1.16e-05, 9.99e-06, 3.42e-05, 3.28e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.30e-06, 8.26e-07]    []  
81800     [9.27e-06, 3.29e-06, 2.34e-06, 3.07e-06, 2.15e-06, 8.52e-07, 3.92e-07, 1.21e-06, 3.75e-06, 1.52e-05, 5.39e-05, 1.55e-04, 2.55e-04, 1.03e-03, 1.37e-05, 1.50e-05, 5.64e-06, 4.92e-06, 1.73e-09, 1.76e-07, 2.79e-07, 1.60e-06]    [9.27e-06, 3.29e-06, 2.34e-06, 3.07e-06, 2.15e-06, 8.52e-07, 3.92e-07, 1.21e-06, 3.75e-06, 1.52e-05, 5.39e-05, 1.55e-04, 2.55e-04, 1.03e-03, 1.37e-05, 1.50e-05, 5.64e-06, 4.92e-06, 1.73e-09, 1.76e-07, 2.79e-07, 1.60e-06]    []  
81900     [2.97e-06, 2.94e-06, 2.09e-06, 3.23e-06, 1.83e-06, 8.06e-07, 1.75e-07, 1.10e-07, 5.43e-06, 8.72e-09, 4.06e-05, 3.87e-05, 1.35e-04, 1.20e-04, 1.64e-08, 1.85e-08, 0.00e+00, 3.79e-08, 2.08e-07, 9.47e-08, 9.19e-07, 4.68e-06]    [2.97e-06, 2.94e-06, 2.09e-06, 3.23e-06, 1.83e-06, 8.06e-07, 1.75e-07, 1.10e-07, 5.43e-06, 8.72e-09, 4.06e-05, 3.87e-05, 1.35e-04, 1.20e-04, 1.64e-08, 1.85e-08, 0.00e+00, 3.79e-08, 2.08e-07, 9.47e-08, 9.19e-07, 4.68e-06]    []  
82000     [2.22e-06, 2.98e-06, 2.17e-06, 3.19e-06, 1.66e-06, 6.64e-07, 1.59e-07, 1.33e-06, 5.80e-06, 3.80e-08, 1.33e-05, 1.29e-05, 3.21e-05, 9.50e-06, 1.77e-10, 2.42e-08, 3.16e-10, 0.00e+00, 3.92e-08, 0.00e+00, 3.62e-07, 5.46e-06]    [2.22e-06, 2.98e-06, 2.17e-06, 3.19e-06, 1.66e-06, 6.64e-07, 1.59e-07, 1.33e-06, 5.80e-06, 3.80e-08, 1.33e-05, 1.29e-05, 3.21e-05, 9.50e-06, 1.77e-10, 2.42e-08, 3.16e-10, 0.00e+00, 3.92e-08, 0.00e+00, 3.62e-07, 5.46e-06]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 45.450733 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
82000     [2.22e-06, 2.98e-06, 2.17e-06, 3.19e-06, 1.66e-06, 6.64e-07, 1.59e-07, 1.33e-06, 5.80e-06, 3.80e-08, 1.33e-05, 1.29e-05, 3.21e-05, 9.50e-06, 1.77e-10, 2.42e-08, 3.16e-10, 0.00e+00, 3.92e-08, 0.00e+00, 3.62e-07, 5.46e-06]    [2.22e-06, 2.98e-06, 2.17e-06, 3.19e-06, 1.66e-06, 6.64e-07, 1.59e-07, 1.33e-06, 5.80e-06, 3.80e-08, 1.33e-05, 1.29e-05, 3.21e-05, 9.50e-06, 1.77e-10, 2.42e-08, 3.16e-10, 0.00e+00, 3.92e-08, 0.00e+00, 3.62e-07, 5.46e-06]    []  
82100     [1.65e-06, 2.91e-06, 2.02e-06, 3.05e-06, 2.19e-06, 7.00e-07, 2.75e-07, 2.44e-05, 5.04e-06, 2.37e-07, 3.30e-06, 2.46e-05, 5.06e-06, 5.21e-05, 1.81e-09, 0.00e+00, 2.20e-08, 4.48e-09, 0.00e+00, 4.04e-07, 7.90e-06, 2.62e-06]    [1.65e-06, 2.91e-06, 2.02e-06, 3.05e-06, 2.19e-06, 7.00e-07, 2.75e-07, 2.44e-05, 5.04e-06, 2.37e-07, 3.30e-06, 2.46e-05, 5.06e-06, 5.21e-05, 1.81e-09, 0.00e+00, 2.20e-08, 4.48e-09, 0.00e+00, 4.04e-07, 7.90e-06, 2.62e-06]    []  
82200     [1.67e-06, 2.97e-06, 2.00e-06, 3.19e-06, 2.00e-06, 7.17e-07, 2.11e-07, 5.84e-06, 9.40e-06, 1.03e-06, 4.87e-06, 1.87e-05, 2.26e-05, 8.46e-05, 6.22e-10, 0.00e+00, 7.41e-09, 2.59e-08, 0.00e+00, 0.00e+00, 3.87e-06, 1.05e-05]    [1.67e-06, 2.97e-06, 2.00e-06, 3.19e-06, 2.00e-06, 7.17e-07, 2.11e-07, 5.84e-06, 9.40e-06, 1.03e-06, 4.87e-06, 1.87e-05, 2.26e-05, 8.46e-05, 6.22e-10, 0.00e+00, 7.41e-09, 2.59e-08, 0.00e+00, 0.00e+00, 3.87e-06, 1.05e-05]    []  
82300     [1.79e-06, 2.96e-06, 2.00e-06, 2.94e-06, 1.88e-06, 6.56e-07, 1.94e-07, 1.64e-07, 1.96e-07, 1.62e-08, 9.83e-06, 6.25e-06, 1.37e-05, 4.67e-06, 4.28e-08, 2.34e-07, 2.33e-07, 2.62e-07, 0.00e+00, 1.11e-08, 1.30e-06, 1.04e-07]    [1.79e-06, 2.96e-06, 2.00e-06, 2.94e-06, 1.88e-06, 6.56e-07, 1.94e-07, 1.64e-07, 1.96e-07, 1.62e-08, 9.83e-06, 6.25e-06, 1.37e-05, 4.67e-06, 4.28e-08, 2.34e-07, 2.33e-07, 2.62e-07, 0.00e+00, 1.11e-08, 1.30e-06, 1.04e-07]    []  
82400     [2.33e-06, 2.81e-06, 1.95e-06, 3.40e-06, 1.83e-06, 7.50e-07, 1.55e-07, 6.37e-08, 7.42e-11, 1.67e-06, 2.40e-05, 3.81e-05, 1.09e-04, 1.93e-04, 0.00e+00, 7.58e-11, 0.00e+00, 4.00e-08, 3.81e-10, 1.69e-09, 5.95e-07, 4.56e-08]    [2.33e-06, 2.81e-06, 1.95e-06, 3.40e-06, 1.83e-06, 7.50e-07, 1.55e-07, 6.37e-08, 7.42e-11, 1.67e-06, 2.40e-05, 3.81e-05, 1.09e-04, 1.93e-04, 0.00e+00, 7.58e-11, 0.00e+00, 4.00e-08, 3.81e-10, 1.69e-09, 5.95e-07, 4.56e-08]    []  
82500     [1.69e-06, 3.15e-06, 1.96e-06, 3.15e-06, 2.13e-06, 6.05e-07, 1.76e-07, 2.29e-07, 7.45e-05, 1.26e-06, 6.80e-06, 8.29e-06, 2.01e-05, 1.80e-05, 1.59e-12, 3.14e-09, 6.00e-10, 1.31e-08, 5.18e-07, 6.80e-06, 2.75e-06, 3.85e-05]    [1.69e-06, 3.15e-06, 1.96e-06, 3.15e-06, 2.13e-06, 6.05e-07, 1.76e-07, 2.29e-07, 7.45e-05, 1.26e-06, 6.80e-06, 8.29e-06, 2.01e-05, 1.80e-05, 1.59e-12, 3.14e-09, 6.00e-10, 1.31e-08, 5.18e-07, 6.80e-06, 2.75e-06, 3.85e-05]    []  
82600     [1.52e-06, 3.16e-06, 1.88e-06, 2.96e-06, 2.27e-06, 5.73e-07, 1.73e-07, 4.06e-06, 3.66e-06, 4.19e-08, 4.46e-06, 6.13e-06, 7.35e-06, 8.66e-06, 0.00e+00, 0.00e+00, 4.53e-08, 7.12e-10, 7.86e-08, 6.44e-08, 4.15e-07, 5.57e-07]    [1.52e-06, 3.16e-06, 1.88e-06, 2.96e-06, 2.27e-06, 5.73e-07, 1.73e-07, 4.06e-06, 3.66e-06, 4.19e-08, 4.46e-06, 6.13e-06, 7.35e-06, 8.66e-06, 0.00e+00, 0.00e+00, 4.53e-08, 7.12e-10, 7.86e-08, 6.44e-08, 4.15e-07, 5.57e-07]    []  
82700     [1.88e-06, 3.07e-06, 1.86e-06, 2.90e-06, 1.80e-06, 6.29e-07, 2.07e-07, 4.17e-06, 2.32e-07, 4.55e-08, 8.51e-06, 5.94e-06, 1.12e-05, 3.69e-06, 1.67e-07, 1.21e-07, 2.70e-08, 2.18e-07, 0.00e+00, 3.88e-08, 6.44e-06, 2.13e-07]    [1.88e-06, 3.07e-06, 1.86e-06, 2.90e-06, 1.80e-06, 6.29e-07, 2.07e-07, 4.17e-06, 2.32e-07, 4.55e-08, 8.51e-06, 5.94e-06, 1.12e-05, 3.69e-06, 1.67e-07, 1.21e-07, 2.70e-08, 2.18e-07, 0.00e+00, 3.88e-08, 6.44e-06, 2.13e-07]    []  
82800     [7.10e-06, 5.27e-06, 2.62e-06, 5.37e-06, 4.33e-06, 1.36e-06, 1.03e-06, 1.71e-06, 1.42e-05, 1.59e-05, 7.88e-05, 1.81e-04, 1.75e-04, 4.21e-05, 0.00e+00, 1.21e-07, 1.42e-07, 3.32e-06, 1.84e-08, 1.37e-06, 3.70e-06, 8.19e-06]    [7.10e-06, 5.27e-06, 2.62e-06, 5.37e-06, 4.33e-06, 1.36e-06, 1.03e-06, 1.71e-06, 1.42e-05, 1.59e-05, 7.88e-05, 1.81e-04, 1.75e-04, 4.21e-05, 0.00e+00, 1.21e-07, 1.42e-07, 3.32e-06, 1.84e-08, 1.37e-06, 3.70e-06, 8.19e-06]    []  
82900     [3.32e-06, 4.63e-06, 1.97e-06, 4.39e-06, 2.07e-06, 6.31e-07, 3.39e-07, 1.09e-08, 1.07e-09, 6.20e-09, 2.09e-05, 1.16e-05, 7.46e-06, 1.95e-07, 1.84e-07, 1.72e-07, 8.60e-07, 7.55e-08, 1.47e-10, 1.25e-09, 9.78e-08, 2.35e-08]    [3.32e-06, 4.63e-06, 1.97e-06, 4.39e-06, 2.07e-06, 6.31e-07, 3.39e-07, 1.09e-08, 1.07e-09, 6.20e-09, 2.09e-05, 1.16e-05, 7.46e-06, 1.95e-07, 1.84e-07, 1.72e-07, 8.60e-07, 7.55e-08, 1.47e-10, 1.25e-09, 9.78e-08, 2.35e-08]    []  
83000     [2.35e-06, 3.78e-06, 1.71e-06, 4.07e-06, 1.79e-06, 4.77e-07, 2.38e-07, 3.71e-08, 9.41e-09, 1.93e-11, 1.28e-05, 5.15e-06, 4.67e-06, 1.00e-06, 9.28e-08, 1.48e-07, 3.38e-07, 3.76e-07, 0.00e+00, 1.28e-09, 3.05e-07, 5.50e-08]    [2.35e-06, 3.78e-06, 1.71e-06, 4.07e-06, 1.79e-06, 4.77e-07, 2.38e-07, 3.71e-08, 9.41e-09, 1.93e-11, 1.28e-05, 5.15e-06, 4.67e-06, 1.00e-06, 9.28e-08, 1.48e-07, 3.38e-07, 3.76e-07, 0.00e+00, 1.28e-09, 3.05e-07, 5.50e-08]    []  
83100     [2.06e-06, 3.56e-06, 1.68e-06, 3.79e-06, 1.91e-06, 4.78e-07, 2.18e-07, 1.12e-08, 1.61e-09, 7.23e-11, 8.07e-06, 2.91e-06, 6.24e-06, 7.68e-07, 5.73e-08, 7.41e-08, 3.67e-07, 2.00e-07, 6.34e-08, 1.10e-08, 3.05e-07, 8.93e-08]    [2.06e-06, 3.56e-06, 1.68e-06, 3.79e-06, 1.91e-06, 4.78e-07, 2.18e-07, 1.12e-08, 1.61e-09, 7.23e-11, 8.07e-06, 2.91e-06, 6.24e-06, 7.68e-07, 5.73e-08, 7.41e-08, 3.67e-07, 2.00e-07, 6.34e-08, 1.10e-08, 3.05e-07, 8.93e-08]    []  
83200     [3.84e-06, 3.52e-06, 1.83e-06, 3.55e-06, 2.03e-06, 5.63e-07, 2.74e-07, 3.28e-07, 1.31e-09, 5.16e-07, 9.29e-06, 3.51e-05, 1.37e-05, 1.24e-04, 3.13e-06, 3.24e-06, 1.42e-06, 1.41e-06, 1.81e-10, 2.95e-09, 1.29e-07, 3.50e-08]    [3.84e-06, 3.52e-06, 1.83e-06, 3.55e-06, 2.03e-06, 5.63e-07, 2.74e-07, 3.28e-07, 1.31e-09, 5.16e-07, 9.29e-06, 3.51e-05, 1.37e-05, 1.24e-04, 3.13e-06, 3.24e-06, 1.42e-06, 1.41e-06, 1.81e-10, 2.95e-09, 1.29e-07, 3.50e-08]    []  
83300     [2.88e-06, 3.38e-06, 1.75e-06, 3.55e-06, 2.23e-06, 5.41e-07, 2.20e-07, 6.52e-09, 1.15e-08, 2.33e-07, 7.51e-06, 7.58e-06, 8.80e-06, 3.06e-05, 6.85e-07, 2.72e-07, 1.08e-06, 3.63e-07, 1.74e-08, 8.51e-10, 9.90e-08, 3.07e-07]    [2.88e-06, 3.38e-06, 1.75e-06, 3.55e-06, 2.23e-06, 5.41e-07, 2.20e-07, 6.52e-09, 1.15e-08, 2.33e-07, 7.51e-06, 7.58e-06, 8.80e-06, 3.06e-05, 6.85e-07, 2.72e-07, 1.08e-06, 3.63e-07, 1.74e-08, 8.51e-10, 9.90e-08, 3.07e-07]    []  
83400     [1.72e-06, 3.39e-06, 1.67e-06, 3.66e-06, 1.74e-06, 5.86e-07, 2.39e-07, 1.55e-04, 2.16e-08, 1.76e-07, 4.40e-06, 2.47e-05, 1.81e-05, 7.46e-05, 0.00e+00, 0.00e+00, 2.07e-08, 7.90e-11, 0.00e+00, 0.00e+00, 1.40e-04, 2.46e-07]    [1.72e-06, 3.39e-06, 1.67e-06, 3.66e-06, 1.74e-06, 5.86e-07, 2.39e-07, 1.55e-04, 2.16e-08, 1.76e-07, 4.40e-06, 2.47e-05, 1.81e-05, 7.46e-05, 0.00e+00, 0.00e+00, 2.07e-08, 7.90e-11, 0.00e+00, 0.00e+00, 1.40e-04, 2.46e-07]    []  
83500     [1.67e-06, 3.45e-06, 1.68e-06, 3.29e-06, 1.96e-06, 5.60e-07, 2.31e-07, 1.29e-06, 2.24e-10, 2.13e-09, 1.62e-06, 1.27e-06, 1.66e-06, 2.60e-07, 5.60e-08, 1.73e-08, 2.89e-07, 2.60e-07, 2.27e-08, 6.26e-10, 5.05e-07, 6.66e-09]    [1.67e-06, 3.45e-06, 1.68e-06, 3.29e-06, 1.96e-06, 5.60e-07, 2.31e-07, 1.29e-06, 2.24e-10, 2.13e-09, 1.62e-06, 1.27e-06, 1.66e-06, 2.60e-07, 5.60e-08, 1.73e-08, 2.89e-07, 2.60e-07, 2.27e-08, 6.26e-10, 5.05e-07, 6.66e-09]    []  
83600     [1.71e-06, 3.43e-06, 1.64e-06, 3.09e-06, 1.82e-06, 5.52e-07, 2.40e-07, 4.14e-06, 2.21e-09, 2.26e-09, 2.38e-06, 2.03e-06, 3.41e-06, 1.76e-07, 9.47e-08, 5.13e-08, 1.70e-07, 9.35e-08, 0.00e+00, 1.26e-09, 2.17e-06, 6.10e-09]    [1.71e-06, 3.43e-06, 1.64e-06, 3.09e-06, 1.82e-06, 5.52e-07, 2.40e-07, 4.14e-06, 2.21e-09, 2.26e-09, 2.38e-06, 2.03e-06, 3.41e-06, 1.76e-07, 9.47e-08, 5.13e-08, 1.70e-07, 9.35e-08, 0.00e+00, 1.26e-09, 2.17e-06, 6.10e-09]    []  
83700     [1.98e-06, 3.45e-06, 1.67e-06, 2.77e-06, 2.11e-06, 6.28e-07, 2.38e-07, 2.28e-06, 3.10e-08, 8.76e-07, 1.61e-05, 2.41e-05, 6.56e-05, 9.54e-05, 0.00e+00, 0.00e+00, 9.67e-09, 8.35e-09, 7.77e-08, 1.06e-09, 3.46e-07, 4.69e-08]    [1.98e-06, 3.45e-06, 1.67e-06, 2.77e-06, 2.11e-06, 6.28e-07, 2.38e-07, 2.28e-06, 3.10e-08, 8.76e-07, 1.61e-05, 2.41e-05, 6.56e-05, 9.54e-05, 0.00e+00, 0.00e+00, 9.67e-09, 8.35e-09, 7.77e-08, 1.06e-09, 3.46e-07, 4.69e-08]    []  
83800     [4.97e-06, 3.59e-06, 1.93e-06, 2.30e-06, 2.34e-06, 5.63e-07, 3.46e-07, 4.66e-05, 5.16e-07, 8.34e-06, 1.88e-05, 5.12e-05, 5.43e-05, 3.16e-04, 3.13e-06, 4.25e-06, 1.51e-06, 2.83e-06, 0.00e+00, 0.00e+00, 3.28e-05, 1.81e-06]    [4.97e-06, 3.59e-06, 1.93e-06, 2.30e-06, 2.34e-06, 5.63e-07, 3.46e-07, 4.66e-05, 5.16e-07, 8.34e-06, 1.88e-05, 5.12e-05, 5.43e-05, 3.16e-04, 3.13e-06, 4.25e-06, 1.51e-06, 2.83e-06, 0.00e+00, 0.00e+00, 3.28e-05, 1.81e-06]    []  
83900     [1.92e-06, 3.47e-06, 1.63e-06, 2.50e-06, 2.15e-06, 6.28e-07, 2.66e-07, 1.66e-08, 4.49e-09, 8.17e-07, 3.59e-06, 1.69e-05, 1.87e-05, 7.38e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.46e-08, 0.00e+00, 8.27e-10, 5.89e-07, 1.05e-08]    [1.92e-06, 3.47e-06, 1.63e-06, 2.50e-06, 2.15e-06, 6.28e-07, 2.66e-07, 1.66e-08, 4.49e-09, 8.17e-07, 3.59e-06, 1.69e-05, 1.87e-05, 7.38e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.46e-08, 0.00e+00, 8.27e-10, 5.89e-07, 1.05e-08]    []  
84000     [2.45e-06, 3.37e-06, 1.67e-06, 2.42e-06, 2.12e-06, 6.09e-07, 2.65e-07, 1.00e-05, 7.01e-08, 3.65e-07, 1.57e-05, 1.39e-05, 5.34e-05, 6.90e-05, 6.08e-07, 6.27e-07, 9.53e-07, 1.09e-06, 8.05e-07, 1.26e-09, 5.08e-06, 2.00e-08]    [2.45e-06, 3.37e-06, 1.67e-06, 2.42e-06, 2.12e-06, 6.09e-07, 2.65e-07, 1.00e-05, 7.01e-08, 3.65e-07, 1.57e-05, 1.39e-05, 5.34e-05, 6.90e-05, 6.08e-07, 6.27e-07, 9.53e-07, 1.09e-06, 8.05e-07, 1.26e-09, 5.08e-06, 2.00e-08]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 45.619407 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
84000     [2.45e-06, 3.37e-06, 1.67e-06, 2.42e-06, 2.12e-06, 6.09e-07, 2.65e-07, 1.00e-05, 7.01e-08, 3.65e-07, 1.57e-05, 1.39e-05, 5.34e-05, 6.90e-05, 6.08e-07, 6.27e-07, 9.53e-07, 1.09e-06, 8.05e-07, 1.26e-09, 5.08e-06, 2.00e-08]    [2.45e-06, 3.37e-06, 1.67e-06, 2.42e-06, 2.12e-06, 6.09e-07, 2.65e-07, 1.00e-05, 7.01e-08, 3.65e-07, 1.57e-05, 1.39e-05, 5.34e-05, 6.90e-05, 6.08e-07, 6.27e-07, 9.53e-07, 1.09e-06, 8.05e-07, 1.26e-09, 5.08e-06, 2.00e-08]    []  
84100     [4.46e-06, 3.55e-06, 1.85e-06, 2.33e-06, 2.16e-06, 5.90e-07, 3.72e-07, 1.60e-09, 1.37e-04, 6.54e-06, 1.09e-05, 3.95e-05, 6.05e-05, 2.41e-04, 3.29e-06, 2.71e-06, 3.46e-06, 1.29e-06, 6.04e-08, 8.98e-06, 2.88e-07, 4.89e-05]    [4.46e-06, 3.55e-06, 1.85e-06, 2.33e-06, 2.16e-06, 5.90e-07, 3.72e-07, 1.60e-09, 1.37e-04, 6.54e-06, 1.09e-05, 3.95e-05, 6.05e-05, 2.41e-04, 3.29e-06, 2.71e-06, 3.46e-06, 1.29e-06, 6.04e-08, 8.98e-06, 2.88e-07, 4.89e-05]    []  
84200     [1.84e-06, 3.26e-06, 1.63e-06, 2.42e-06, 2.10e-06, 6.20e-07, 2.31e-07, 3.40e-06, 1.45e-06, 4.26e-08, 3.18e-06, 3.28e-06, 3.20e-06, 2.13e-06, 1.98e-07, 1.10e-07, 7.91e-08, 7.21e-08, 0.00e+00, 0.00e+00, 1.34e-06, 7.31e-07]    [1.84e-06, 3.26e-06, 1.63e-06, 2.42e-06, 2.10e-06, 6.20e-07, 2.31e-07, 3.40e-06, 1.45e-06, 4.26e-08, 3.18e-06, 3.28e-06, 3.20e-06, 2.13e-06, 1.98e-07, 1.10e-07, 7.91e-08, 7.21e-08, 0.00e+00, 0.00e+00, 1.34e-06, 7.31e-07]    []  
84300     [1.62e-06, 3.17e-06, 1.60e-06, 2.80e-06, 1.93e-06, 5.98e-07, 2.10e-07, 6.10e-09, 5.18e-06, 7.63e-07, 2.76e-05, 2.08e-05, 3.30e-05, 6.93e-06, 1.94e-10, 0.00e+00, 2.28e-07, 2.50e-07, 2.94e-10, 1.82e-07, 5.49e-08, 1.03e-06]    [1.62e-06, 3.17e-06, 1.60e-06, 2.80e-06, 1.93e-06, 5.98e-07, 2.10e-07, 6.10e-09, 5.18e-06, 7.63e-07, 2.76e-05, 2.08e-05, 3.30e-05, 6.93e-06, 1.94e-10, 0.00e+00, 2.28e-07, 2.50e-07, 2.94e-10, 1.82e-07, 5.49e-08, 1.03e-06]    []  
84400     [1.42e-06, 3.16e-06, 1.64e-06, 2.52e-06, 2.06e-06, 6.44e-07, 2.21e-07, 6.65e-07, 4.67e-05, 7.80e-10, 9.39e-07, 9.65e-07, 1.22e-06, 2.51e-07, 3.90e-08, 1.88e-08, 6.69e-08, 9.36e-08, 0.00e+00, 0.00e+00, 2.80e-06, 2.44e-05]    [1.42e-06, 3.16e-06, 1.64e-06, 2.52e-06, 2.06e-06, 6.44e-07, 2.21e-07, 6.65e-07, 4.67e-05, 7.80e-10, 9.39e-07, 9.65e-07, 1.22e-06, 2.51e-07, 3.90e-08, 1.88e-08, 6.69e-08, 9.36e-08, 0.00e+00, 0.00e+00, 2.80e-06, 2.44e-05]    []  
84500     [3.89e-06, 3.61e-06, 1.97e-06, 2.42e-06, 2.20e-06, 6.45e-07, 2.63e-07, 2.58e-08, 1.96e-06, 2.48e-07, 6.76e-05, 4.69e-05, 2.22e-04, 1.86e-04, 9.80e-07, 1.20e-06, 1.68e-06, 2.32e-06, 3.33e-09, 0.00e+00, 3.31e-08, 1.04e-06]    [3.89e-06, 3.61e-06, 1.97e-06, 2.42e-06, 2.20e-06, 6.45e-07, 2.63e-07, 2.58e-08, 1.96e-06, 2.48e-07, 6.76e-05, 4.69e-05, 2.22e-04, 1.86e-04, 9.80e-07, 1.20e-06, 1.68e-06, 2.32e-06, 3.33e-09, 0.00e+00, 3.31e-08, 1.04e-06]    []  
84600     [1.59e-06, 3.23e-06, 1.64e-06, 2.46e-06, 2.18e-06, 6.47e-07, 2.14e-07, 4.91e-07, 1.03e-07, 2.32e-07, 7.83e-06, 7.30e-06, 3.03e-05, 3.20e-05, 1.15e-09, 0.00e+00, 6.60e-10, 0.00e+00, 7.37e-09, 4.58e-09, 1.88e-07, 2.42e-08]    [1.59e-06, 3.23e-06, 1.64e-06, 2.46e-06, 2.18e-06, 6.47e-07, 2.14e-07, 4.91e-07, 1.03e-07, 2.32e-07, 7.83e-06, 7.30e-06, 3.03e-05, 3.20e-05, 1.15e-09, 0.00e+00, 6.60e-10, 0.00e+00, 7.37e-09, 4.58e-09, 1.88e-07, 2.42e-08]    []  
84700     [1.56e-06, 3.28e-06, 1.66e-06, 2.52e-06, 2.17e-06, 6.55e-07, 2.26e-07, 8.02e-06, 2.41e-05, 3.02e-07, 5.84e-06, 1.07e-05, 2.85e-06, 1.69e-05, 2.20e-11, 1.02e-09, 2.61e-08, 2.11e-08, 0.00e+00, 2.17e-06, 3.74e-06, 1.27e-05]    [1.56e-06, 3.28e-06, 1.66e-06, 2.52e-06, 2.17e-06, 6.55e-07, 2.26e-07, 8.02e-06, 2.41e-05, 3.02e-07, 5.84e-06, 1.07e-05, 2.85e-06, 1.69e-05, 2.20e-11, 1.02e-09, 2.61e-08, 2.11e-08, 0.00e+00, 2.17e-06, 3.74e-06, 1.27e-05]    []  
84800     [1.62e-06, 3.21e-06, 1.62e-06, 2.58e-06, 1.99e-06, 6.69e-07, 2.24e-07, 2.56e-06, 1.21e-07, 8.10e-07, 1.34e-05, 1.14e-05, 1.35e-05, 6.05e-07, 2.99e-08, 5.90e-08, 1.02e-07, 5.24e-07, 0.00e+00, 0.00e+00, 8.63e-07, 1.52e-07]    [1.62e-06, 3.21e-06, 1.62e-06, 2.58e-06, 1.99e-06, 6.69e-07, 2.24e-07, 2.56e-06, 1.21e-07, 8.10e-07, 1.34e-05, 1.14e-05, 1.35e-05, 6.05e-07, 2.99e-08, 5.90e-08, 1.02e-07, 5.24e-07, 0.00e+00, 0.00e+00, 8.63e-07, 1.52e-07]    []  
84900     [2.70e-06, 3.24e-06, 1.67e-06, 2.28e-06, 2.09e-06, 6.97e-07, 2.31e-07, 5.53e-06, 1.99e-06, 7.98e-07, 2.81e-05, 2.13e-05, 1.02e-04, 1.01e-04, 6.86e-07, 5.92e-07, 1.41e-06, 1.14e-06, 2.74e-07, 1.10e-07, 1.70e-06, 6.94e-07]    [2.70e-06, 3.24e-06, 1.67e-06, 2.28e-06, 2.09e-06, 6.97e-07, 2.31e-07, 5.53e-06, 1.99e-06, 7.98e-07, 2.81e-05, 2.13e-05, 1.02e-04, 1.01e-04, 6.86e-07, 5.92e-07, 1.41e-06, 1.14e-06, 2.74e-07, 1.10e-07, 1.70e-06, 6.94e-07]    []  
85000     [2.02e-06, 3.25e-06, 1.63e-06, 2.50e-06, 2.14e-06, 6.21e-07, 2.07e-07, 6.16e-06, 2.82e-07, 3.74e-08, 1.31e-05, 1.35e-05, 5.82e-05, 7.65e-05, 2.63e-10, 0.00e+00, 4.00e-09, 0.00e+00, 3.24e-07, 1.55e-10, 1.86e-06, 1.57e-07]    [2.02e-06, 3.25e-06, 1.63e-06, 2.50e-06, 2.14e-06, 6.21e-07, 2.07e-07, 6.16e-06, 2.82e-07, 3.74e-08, 1.31e-05, 1.35e-05, 5.82e-05, 7.65e-05, 2.63e-10, 0.00e+00, 4.00e-09, 0.00e+00, 3.24e-07, 1.55e-10, 1.86e-06, 1.57e-07]    []  
85100     [1.80e-06, 3.12e-06, 1.61e-06, 2.38e-06, 2.11e-06, 6.83e-07, 1.95e-07, 9.75e-07, 6.42e-06, 1.06e-08, 1.70e-06, 1.61e-06, 1.84e-06, 1.87e-06, 3.77e-08, 1.08e-07, 3.33e-08, 1.25e-07, 1.87e-07, 0.00e+00, 1.33e-06, 3.20e-06]    [1.80e-06, 3.12e-06, 1.61e-06, 2.38e-06, 2.11e-06, 6.83e-07, 1.95e-07, 9.75e-07, 6.42e-06, 1.06e-08, 1.70e-06, 1.61e-06, 1.84e-06, 1.87e-06, 3.77e-08, 1.08e-07, 3.33e-08, 1.25e-07, 1.87e-07, 0.00e+00, 1.33e-06, 3.20e-06]    []  
85200     [3.16e-06, 3.22e-06, 1.69e-06, 2.36e-06, 2.15e-06, 7.09e-07, 2.43e-07, 4.54e-08, 2.00e-07, 1.43e-06, 6.36e-06, 1.83e-05, 2.27e-05, 1.05e-04, 1.38e-06, 1.28e-06, 6.83e-07, 5.26e-07, 4.81e-10, 1.57e-08, 2.00e-07, 1.01e-07]    [3.16e-06, 3.22e-06, 1.69e-06, 2.36e-06, 2.15e-06, 7.09e-07, 2.43e-07, 4.54e-08, 2.00e-07, 1.43e-06, 6.36e-06, 1.83e-05, 2.27e-05, 1.05e-04, 1.38e-06, 1.28e-06, 6.83e-07, 5.26e-07, 4.81e-10, 1.57e-08, 2.00e-07, 1.01e-07]    []  
85300     [1.51e-06, 3.21e-06, 1.60e-06, 2.57e-06, 2.08e-06, 6.53e-07, 2.00e-07, 5.02e-07, 1.38e-05, 1.37e-09, 4.72e-06, 3.99e-06, 9.02e-06, 1.70e-06, 3.06e-08, 7.14e-08, 1.53e-07, 2.20e-07, 1.27e-07, 0.00e+00, 7.33e-07, 7.26e-06]    [1.51e-06, 3.21e-06, 1.60e-06, 2.57e-06, 2.08e-06, 6.53e-07, 2.00e-07, 5.02e-07, 1.38e-05, 1.37e-09, 4.72e-06, 3.99e-06, 9.02e-06, 1.70e-06, 3.06e-08, 7.14e-08, 1.53e-07, 2.20e-07, 1.27e-07, 0.00e+00, 7.33e-07, 7.26e-06]    []  
85400     [2.87e-06, 3.11e-06, 1.67e-06, 2.40e-06, 2.02e-06, 6.92e-07, 2.11e-07, 3.15e-07, 1.77e-06, 7.72e-07, 6.42e-06, 1.12e-05, 1.80e-05, 7.09e-05, 6.73e-07, 7.10e-07, 4.93e-07, 7.23e-07, 7.74e-09, 1.52e-07, 3.63e-08, 1.00e-06]    [2.87e-06, 3.11e-06, 1.67e-06, 2.40e-06, 2.02e-06, 6.92e-07, 2.11e-07, 3.15e-07, 1.77e-06, 7.72e-07, 6.42e-06, 1.12e-05, 1.80e-05, 7.09e-05, 6.73e-07, 7.10e-07, 4.93e-07, 7.23e-07, 7.74e-09, 1.52e-07, 3.63e-08, 1.00e-06]    []  
85500     [1.51e-06, 3.13e-06, 1.59e-06, 2.58e-06, 2.07e-06, 6.64e-07, 1.86e-07, 4.98e-07, 1.96e-06, 4.17e-08, 1.26e-05, 9.10e-06, 3.11e-05, 1.13e-05, 2.96e-08, 2.89e-08, 7.70e-09, 0.00e+00, 9.15e-09, 0.00e+00, 2.20e-07, 3.90e-06]    [1.51e-06, 3.13e-06, 1.59e-06, 2.58e-06, 2.07e-06, 6.64e-07, 1.86e-07, 4.98e-07, 1.96e-06, 4.17e-08, 1.26e-05, 9.10e-06, 3.11e-05, 1.13e-05, 2.96e-08, 2.89e-08, 7.70e-09, 0.00e+00, 9.15e-09, 0.00e+00, 2.20e-07, 3.90e-06]    []  
85600     [1.43e-06, 3.11e-06, 1.58e-06, 2.45e-06, 2.07e-06, 6.83e-07, 1.91e-07, 2.44e-05, 4.76e-07, 1.43e-10, 1.17e-06, 1.10e-06, 1.57e-06, 4.32e-07, 2.19e-08, 1.52e-08, 2.84e-08, 2.43e-08, 0.00e+00, 7.11e-08, 1.33e-05, 4.43e-07]    [1.43e-06, 3.11e-06, 1.58e-06, 2.45e-06, 2.07e-06, 6.83e-07, 1.91e-07, 2.44e-05, 4.76e-07, 1.43e-10, 1.17e-06, 1.10e-06, 1.57e-06, 4.32e-07, 2.19e-08, 1.52e-08, 2.84e-08, 2.43e-08, 0.00e+00, 7.11e-08, 1.33e-05, 4.43e-07]    []  
85700     [1.54e-06, 3.09e-06, 1.59e-06, 2.52e-06, 2.03e-06, 6.90e-07, 1.81e-07, 8.44e-06, 3.52e-08, 8.08e-09, 9.76e-07, 1.13e-06, 1.15e-06, 9.58e-07, 3.47e-08, 3.87e-08, 5.41e-08, 4.31e-08, 6.13e-07, 7.48e-09, 3.84e-06, 3.99e-08]    [1.54e-06, 3.09e-06, 1.59e-06, 2.52e-06, 2.03e-06, 6.90e-07, 1.81e-07, 8.44e-06, 3.52e-08, 8.08e-09, 9.76e-07, 1.13e-06, 1.15e-06, 9.58e-07, 3.47e-08, 3.87e-08, 5.41e-08, 4.31e-08, 6.13e-07, 7.48e-09, 3.84e-06, 3.99e-08]    []  
85800     [2.77e-06, 3.27e-06, 1.68e-06, 2.81e-06, 2.32e-06, 7.24e-07, 1.80e-07, 8.14e-08, 4.10e-09, 3.38e-06, 1.34e-05, 4.30e-05, 9.20e-05, 2.53e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.72e-08, 1.28e-09, 1.03e-07, 3.81e-08]    [2.77e-06, 3.27e-06, 1.68e-06, 2.81e-06, 2.32e-06, 7.24e-07, 1.80e-07, 8.14e-08, 4.10e-09, 3.38e-06, 1.34e-05, 4.30e-05, 9.20e-05, 2.53e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.72e-08, 1.28e-09, 1.03e-07, 3.81e-08]    []  
85900     [3.14e-06, 3.51e-06, 1.76e-06, 2.85e-06, 2.41e-06, 8.74e-07, 3.10e-07, 1.55e-06, 3.65e-05, 6.15e-06, 1.45e-05, 9.55e-05, 6.52e-05, 4.31e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-07, 2.62e-06, 8.81e-07, 1.52e-05]    [3.14e-06, 3.51e-06, 1.76e-06, 2.85e-06, 2.41e-06, 8.74e-07, 3.10e-07, 1.55e-06, 3.65e-05, 6.15e-06, 1.45e-05, 9.55e-05, 6.52e-05, 4.31e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-07, 2.62e-06, 8.81e-07, 1.52e-05]    []  
86000     [2.77e-06, 3.27e-06, 1.68e-06, 2.89e-06, 2.33e-06, 7.24e-07, 1.70e-07, 2.37e-06, 5.65e-07, 3.14e-06, 1.13e-05, 4.61e-05, 8.07e-05, 2.49e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.54e-11, 1.56e-06, 1.79e-07]    [2.77e-06, 3.27e-06, 1.68e-06, 2.89e-06, 2.33e-06, 7.24e-07, 1.70e-07, 2.37e-06, 5.65e-07, 3.14e-06, 1.13e-05, 4.61e-05, 8.07e-05, 2.49e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.54e-11, 1.56e-06, 1.79e-07]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 46.101248 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
86000     [2.77e-06, 3.27e-06, 1.68e-06, 2.89e-06, 2.33e-06, 7.24e-07, 1.70e-07, 2.37e-06, 5.65e-07, 3.14e-06, 1.13e-05, 4.61e-05, 8.07e-05, 2.49e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.54e-11, 1.56e-06, 1.79e-07]    [2.77e-06, 3.27e-06, 1.68e-06, 2.89e-06, 2.33e-06, 7.24e-07, 1.70e-07, 2.37e-06, 5.65e-07, 3.14e-06, 1.13e-05, 4.61e-05, 8.07e-05, 2.49e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.54e-11, 1.56e-06, 1.79e-07]    []  
86100     [2.13e-06, 3.12e-06, 1.58e-06, 2.37e-06, 2.05e-06, 6.89e-07, 1.91e-07, 5.35e-07, 3.76e-06, 2.61e-07, 1.92e-05, 1.41e-05, 5.74e-05, 4.90e-05, 3.44e-07, 4.86e-07, 6.20e-07, 8.04e-07, 6.74e-08, 1.84e-07, 4.46e-07, 1.07e-06]    [2.13e-06, 3.12e-06, 1.58e-06, 2.37e-06, 2.05e-06, 6.89e-07, 1.91e-07, 5.35e-07, 3.76e-06, 2.61e-07, 1.92e-05, 1.41e-05, 5.74e-05, 4.90e-05, 3.44e-07, 4.86e-07, 6.20e-07, 8.04e-07, 6.74e-08, 1.84e-07, 4.46e-07, 1.07e-06]    []  
86200     [2.32e-06, 3.35e-06, 1.96e-06, 2.90e-06, 1.96e-06, 6.31e-07, 2.82e-07, 3.95e-06, 1.14e-05, 8.52e-07, 1.71e-05, 7.29e-06, 3.63e-05, 1.93e-05, 8.31e-08, 6.69e-08, 3.10e-07, 6.33e-07, 2.96e-07, 0.00e+00, 1.87e-06, 3.03e-06]    [2.32e-06, 3.35e-06, 1.96e-06, 2.90e-06, 1.96e-06, 6.31e-07, 2.82e-07, 3.95e-06, 1.14e-05, 8.52e-07, 1.71e-05, 7.29e-06, 3.63e-05, 1.93e-05, 8.31e-08, 6.69e-08, 3.10e-07, 6.33e-07, 2.96e-07, 0.00e+00, 1.87e-06, 3.03e-06]    []  
86300     [1.96e-06, 3.12e-06, 1.61e-06, 2.65e-06, 2.28e-06, 6.41e-07, 1.43e-07, 8.12e-07, 7.54e-08, 4.95e-07, 2.33e-05, 2.69e-05, 8.71e-05, 9.61e-05, 1.12e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.17e-07, 0.00e+00, 6.54e-07, 2.84e-07]    [1.96e-06, 3.12e-06, 1.61e-06, 2.65e-06, 2.28e-06, 6.41e-07, 1.43e-07, 8.12e-07, 7.54e-08, 4.95e-07, 2.33e-05, 2.69e-05, 8.71e-05, 9.61e-05, 1.12e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.17e-07, 0.00e+00, 6.54e-07, 2.84e-07]    []  
86400     [1.62e-06, 3.16e-06, 1.55e-06, 2.32e-06, 2.14e-06, 6.74e-07, 1.78e-07, 1.90e-08, 9.38e-10, 4.94e-08, 6.99e-06, 5.00e-06, 1.86e-05, 1.00e-05, 1.21e-07, 1.51e-07, 1.68e-07, 2.18e-07, 2.06e-08, 1.29e-08, 9.32e-08, 4.33e-08]    [1.62e-06, 3.16e-06, 1.55e-06, 2.32e-06, 2.14e-06, 6.74e-07, 1.78e-07, 1.90e-08, 9.38e-10, 4.94e-08, 6.99e-06, 5.00e-06, 1.86e-05, 1.00e-05, 1.21e-07, 1.51e-07, 1.68e-07, 2.18e-07, 2.06e-08, 1.29e-08, 9.32e-08, 4.33e-08]    []  
86500     [2.52e-06, 3.15e-06, 1.71e-06, 2.87e-06, 2.21e-06, 6.70e-07, 1.79e-07, 1.60e-05, 2.12e-07, 1.87e-06, 7.89e-05, 7.27e-05, 2.87e-04, 3.00e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.24e-05, 1.02e-06]    [2.52e-06, 3.15e-06, 1.71e-06, 2.87e-06, 2.21e-06, 6.70e-07, 1.79e-07, 1.60e-05, 2.12e-07, 1.87e-06, 7.89e-05, 7.27e-05, 2.87e-04, 3.00e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.24e-05, 1.02e-06]    []  
86600     [4.82e-06, 3.25e-06, 1.71e-06, 2.31e-06, 2.25e-06, 7.98e-07, 2.83e-07, 6.36e-07, 2.03e-07, 5.15e-06, 1.91e-05, 5.71e-05, 9.06e-05, 3.65e-04, 4.59e-06, 4.78e-06, 1.82e-06, 1.64e-06, 1.20e-08, 1.19e-08, 1.67e-07, 9.65e-08]    [4.82e-06, 3.25e-06, 1.71e-06, 2.31e-06, 2.25e-06, 7.98e-07, 2.83e-07, 6.36e-07, 2.03e-07, 5.15e-06, 1.91e-05, 5.71e-05, 9.06e-05, 3.65e-04, 4.59e-06, 4.78e-06, 1.82e-06, 1.64e-06, 1.20e-08, 1.19e-08, 1.67e-07, 9.65e-08]    []  
86700     [1.81e-06, 3.06e-06, 1.55e-06, 2.43e-06, 2.04e-06, 7.19e-07, 1.60e-07, 6.47e-06, 5.13e-06, 1.15e-08, 1.72e-05, 1.42e-05, 2.87e-05, 2.65e-06, 1.01e-07, 8.46e-08, 1.39e-07, 2.74e-07, 6.50e-07, 0.00e+00, 4.27e-06, 7.33e-06]    [1.81e-06, 3.06e-06, 1.55e-06, 2.43e-06, 2.04e-06, 7.19e-07, 1.60e-07, 6.47e-06, 5.13e-06, 1.15e-08, 1.72e-05, 1.42e-05, 2.87e-05, 2.65e-06, 1.01e-07, 8.46e-08, 1.39e-07, 2.74e-07, 6.50e-07, 0.00e+00, 4.27e-06, 7.33e-06]    []  
86800     [3.70e-06, 3.21e-06, 1.72e-06, 2.30e-06, 2.14e-06, 7.23e-07, 2.07e-07, 2.56e-06, 4.18e-05, 2.56e-06, 1.68e-05, 2.57e-05, 7.89e-05, 1.84e-04, 1.78e-06, 1.75e-06, 9.76e-07, 1.23e-06, 1.28e-07, 0.00e+00, 6.56e-07, 1.90e-05]    [3.70e-06, 3.21e-06, 1.72e-06, 2.30e-06, 2.14e-06, 7.23e-07, 2.07e-07, 2.56e-06, 4.18e-05, 2.56e-06, 1.68e-05, 2.57e-05, 7.89e-05, 1.84e-04, 1.78e-06, 1.75e-06, 9.76e-07, 1.23e-06, 1.28e-07, 0.00e+00, 6.56e-07, 1.90e-05]    []  
86900     [5.67e-06, 3.20e-06, 1.77e-06, 2.45e-06, 2.18e-06, 8.11e-07, 2.87e-07, 3.09e-08, 5.28e-07, 5.46e-06, 2.59e-05, 5.49e-05, 1.24e-04, 3.80e-04, 3.68e-06, 4.37e-06, 1.86e-06, 3.28e-06, 3.10e-09, 3.26e-08, 2.33e-07, 2.41e-07]    [5.67e-06, 3.20e-06, 1.77e-06, 2.45e-06, 2.18e-06, 8.11e-07, 2.87e-07, 3.09e-08, 5.28e-07, 5.46e-06, 2.59e-05, 5.49e-05, 1.24e-04, 3.80e-04, 3.68e-06, 4.37e-06, 1.86e-06, 3.28e-06, 3.10e-09, 3.26e-08, 2.33e-07, 2.41e-07]    []  
87000     [1.02e-06, 3.22e-06, 1.53e-06, 2.51e-06, 2.08e-06, 7.75e-07, 2.03e-07, 8.28e-06, 3.48e-06, 3.66e-07, 5.68e-05, 6.80e-05, 9.50e-05, 2.70e-06, 4.45e-08, 2.45e-08, 6.29e-07, 3.96e-07, 1.50e-06, 3.86e-07, 9.46e-06, 2.51e-06]    [1.02e-06, 3.22e-06, 1.53e-06, 2.51e-06, 2.08e-06, 7.75e-07, 2.03e-07, 8.28e-06, 3.48e-06, 3.66e-07, 5.68e-05, 6.80e-05, 9.50e-05, 2.70e-06, 4.45e-08, 2.45e-08, 6.29e-07, 3.96e-07, 1.50e-06, 3.86e-07, 9.46e-06, 2.51e-06]    []  
87100     [1.41e-06, 2.93e-06, 1.50e-06, 2.41e-06, 2.07e-06, 6.84e-07, 1.68e-07, 1.42e-05, 8.30e-07, 2.02e-07, 1.82e-06, 5.65e-06, 8.29e-06, 1.90e-05, 2.17e-10, 4.79e-09, 6.01e-09, 3.02e-10, 1.50e-08, 0.00e+00, 1.43e-06, 4.67e-07]    [1.41e-06, 2.93e-06, 1.50e-06, 2.41e-06, 2.07e-06, 6.84e-07, 1.68e-07, 1.42e-05, 8.30e-07, 2.02e-07, 1.82e-06, 5.65e-06, 8.29e-06, 1.90e-05, 2.17e-10, 4.79e-09, 6.01e-09, 3.02e-10, 1.50e-08, 0.00e+00, 1.43e-06, 4.67e-07]    []  
87200     [1.30e-05, 3.93e-06, 2.71e-06, 4.69e-06, 3.08e-06, 1.12e-06, 2.96e-07, 3.44e-05, 3.54e-06, 1.31e-05, 2.55e-05, 3.02e-04, 3.33e-04, 1.33e-03, 0.00e+00, 0.00e+00, 0.00e+00, 2.33e-11, 0.00e+00, 6.72e-08, 6.56e-06, 2.62e-06]    [1.30e-05, 3.93e-06, 2.71e-06, 4.69e-06, 3.08e-06, 1.12e-06, 2.96e-07, 3.44e-05, 3.54e-06, 1.31e-05, 2.55e-05, 3.02e-04, 3.33e-04, 1.33e-03, 0.00e+00, 0.00e+00, 0.00e+00, 2.33e-11, 0.00e+00, 6.72e-08, 6.56e-06, 2.62e-06]    []  
87300     [1.40e-06, 3.00e-06, 1.55e-06, 2.40e-06, 2.12e-06, 6.49e-07, 1.77e-07, 2.71e-10, 2.11e-06, 4.33e-09, 1.24e-06, 1.71e-06, 2.10e-06, 3.06e-07, 1.19e-08, 1.93e-08, 2.13e-09, 1.23e-08, 1.18e-08, 0.00e+00, 1.24e-07, 9.49e-07]    [1.40e-06, 3.00e-06, 1.55e-06, 2.40e-06, 2.12e-06, 6.49e-07, 1.77e-07, 2.71e-10, 2.11e-06, 4.33e-09, 1.24e-06, 1.71e-06, 2.10e-06, 3.06e-07, 1.19e-08, 1.93e-08, 2.13e-09, 1.23e-08, 1.18e-08, 0.00e+00, 1.24e-07, 9.49e-07]    []  
87400     [2.20e-06, 3.01e-06, 1.76e-06, 2.85e-06, 2.18e-06, 7.04e-07, 1.70e-07, 1.02e-07, 1.91e-07, 1.72e-09, 7.05e-05, 6.09e-05, 1.64e-04, 4.22e-05, 8.32e-07, 9.83e-08, 0.00e+00, 0.00e+00, 6.37e-10, 1.18e-08, 1.40e-06, 8.27e-08]    [2.20e-06, 3.01e-06, 1.76e-06, 2.85e-06, 2.18e-06, 7.04e-07, 1.70e-07, 1.02e-07, 1.91e-07, 1.72e-09, 7.05e-05, 6.09e-05, 1.64e-04, 4.22e-05, 8.32e-07, 9.83e-08, 0.00e+00, 0.00e+00, 6.37e-10, 1.18e-08, 1.40e-06, 8.27e-08]    []  
87500     [1.68e-06, 2.83e-06, 1.50e-06, 2.37e-06, 2.09e-06, 6.20e-07, 1.57e-07, 9.03e-08, 8.32e-07, 1.58e-08, 2.96e-06, 4.58e-06, 2.31e-06, 3.08e-06, 1.82e-07, 5.68e-08, 1.83e-07, 3.82e-09, 7.59e-09, 1.23e-10, 1.51e-07, 2.90e-07]    [1.68e-06, 2.83e-06, 1.50e-06, 2.37e-06, 2.09e-06, 6.20e-07, 1.57e-07, 9.03e-08, 8.32e-07, 1.58e-08, 2.96e-06, 4.58e-06, 2.31e-06, 3.08e-06, 1.82e-07, 5.68e-08, 1.83e-07, 3.82e-09, 7.59e-09, 1.23e-10, 1.51e-07, 2.90e-07]    []  
87600     [3.46e-06, 3.29e-06, 1.82e-06, 2.95e-06, 2.42e-06, 8.62e-07, 2.60e-07, 1.27e-06, 7.62e-08, 7.14e-06, 2.47e-05, 9.70e-05, 1.60e-04, 5.64e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.52e-08, 1.30e-09, 1.66e-06, 1.58e-07]    [3.46e-06, 3.29e-06, 1.82e-06, 2.95e-06, 2.42e-06, 8.62e-07, 2.60e-07, 1.27e-06, 7.62e-08, 7.14e-06, 2.47e-05, 9.70e-05, 1.60e-04, 5.64e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.52e-08, 1.30e-09, 1.66e-06, 1.58e-07]    []  
87700     [6.13e-06, 2.99e-06, 1.79e-06, 2.94e-06, 2.37e-06, 9.73e-07, 3.36e-07, 4.14e-06, 1.43e-10, 9.53e-06, 4.13e-05, 9.80e-05, 1.98e-05, 3.14e-04, 6.95e-06, 5.36e-06, 4.41e-06, 2.84e-07, 7.22e-07, 1.49e-09, 4.70e-06, 5.84e-08]    [6.13e-06, 2.99e-06, 1.79e-06, 2.94e-06, 2.37e-06, 9.73e-07, 3.36e-07, 4.14e-06, 1.43e-10, 9.53e-06, 4.13e-05, 9.80e-05, 1.98e-05, 3.14e-04, 6.95e-06, 5.36e-06, 4.41e-06, 2.84e-07, 7.22e-07, 1.49e-09, 4.70e-06, 5.84e-08]    []  
87800     [2.30e-06, 3.20e-06, 1.69e-06, 2.24e-06, 2.23e-06, 6.96e-07, 1.49e-07, 4.69e-07, 7.80e-08, 4.16e-08, 4.50e-05, 2.42e-05, 1.43e-04, 6.99e-05, 4.49e-07, 1.61e-07, 3.48e-06, 1.59e-06, 1.04e-07, 3.69e-09, 5.19e-07, 9.58e-08]    [2.30e-06, 3.20e-06, 1.69e-06, 2.24e-06, 2.23e-06, 6.96e-07, 1.49e-07, 4.69e-07, 7.80e-08, 4.16e-08, 4.50e-05, 2.42e-05, 1.43e-04, 6.99e-05, 4.49e-07, 1.61e-07, 3.48e-06, 1.59e-06, 1.04e-07, 3.69e-09, 5.19e-07, 9.58e-08]    []  
87900     [2.92e-06, 2.95e-06, 1.66e-06, 2.39e-06, 2.36e-06, 7.66e-07, 2.00e-07, 2.55e-05, 6.72e-08, 1.37e-06, 6.96e-06, 1.51e-05, 3.87e-06, 3.47e-05, 1.07e-06, 1.23e-06, 6.20e-08, 3.21e-07, 2.22e-06, 6.61e-09, 1.45e-05, 4.41e-08]    [2.92e-06, 2.95e-06, 1.66e-06, 2.39e-06, 2.36e-06, 7.66e-07, 2.00e-07, 2.55e-05, 6.72e-08, 1.37e-06, 6.96e-06, 1.51e-05, 3.87e-06, 3.47e-05, 1.07e-06, 1.23e-06, 6.20e-08, 3.21e-07, 2.22e-06, 6.61e-09, 1.45e-05, 4.41e-08]    []  
88000     [5.59e-06, 3.15e-06, 1.77e-06, 2.39e-06, 2.36e-06, 8.71e-07, 3.49e-07, 7.25e-08, 5.73e-07, 7.85e-06, 2.87e-05, 8.13e-05, 1.45e-04, 5.59e-04, 7.23e-06, 6.94e-06, 2.12e-06, 1.85e-06, 6.60e-08, 4.90e-08, 3.58e-07, 2.97e-07]    [5.59e-06, 3.15e-06, 1.77e-06, 2.39e-06, 2.36e-06, 8.71e-07, 3.49e-07, 7.25e-08, 5.73e-07, 7.85e-06, 2.87e-05, 8.13e-05, 1.45e-04, 5.59e-04, 7.23e-06, 6.94e-06, 2.12e-06, 1.85e-06, 6.60e-08, 4.90e-08, 3.58e-07, 2.97e-07]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 44.182039 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
88000     [5.59e-06, 3.15e-06, 1.77e-06, 2.39e-06, 2.36e-06, 8.71e-07, 3.49e-07, 7.25e-08, 5.73e-07, 7.85e-06, 2.87e-05, 8.13e-05, 1.45e-04, 5.59e-04, 7.23e-06, 6.94e-06, 2.12e-06, 1.85e-06, 6.60e-08, 4.90e-08, 3.58e-07, 2.97e-07]    [5.59e-06, 3.15e-06, 1.77e-06, 2.39e-06, 2.36e-06, 8.71e-07, 3.49e-07, 7.25e-08, 5.73e-07, 7.85e-06, 2.87e-05, 8.13e-05, 1.45e-04, 5.59e-04, 7.23e-06, 6.94e-06, 2.12e-06, 1.85e-06, 6.60e-08, 4.90e-08, 3.58e-07, 2.97e-07]    []  
88100     [3.92e-06, 3.62e-06, 1.90e-06, 2.90e-06, 2.61e-06, 1.40e-06, 4.86e-07, 3.90e-06, 2.42e-07, 1.36e-05, 1.20e-04, 2.73e-04, 2.77e-05, 5.16e-04, 0.00e+00, 0.00e+00, 1.77e-07, 3.54e-08, 1.86e-07, 1.54e-08, 9.78e-07, 1.01e-07]    [3.92e-06, 3.62e-06, 1.90e-06, 2.90e-06, 2.61e-06, 1.40e-06, 4.86e-07, 3.90e-06, 2.42e-07, 1.36e-05, 1.20e-04, 2.73e-04, 2.77e-05, 5.16e-04, 0.00e+00, 0.00e+00, 1.77e-07, 3.54e-08, 1.86e-07, 1.54e-08, 9.78e-07, 1.01e-07]    []  
88200     [7.70e-05, 3.00e-05, 5.43e-05, 2.01e-05, 4.64e-05, 1.39e-05, 6.00e-06, 2.52e-04, 1.61e-03, 1.06e-03, 2.12e-03, 1.93e-03, 1.71e-03, 1.62e-03, 1.33e-04, 1.13e-05, 1.40e-04, 1.87e-04, 0.00e+00, 0.00e+00, 2.23e-04, 1.35e-03]    [7.70e-05, 3.00e-05, 5.43e-05, 2.01e-05, 4.64e-05, 1.39e-05, 6.00e-06, 2.52e-04, 1.61e-03, 1.06e-03, 2.12e-03, 1.93e-03, 1.71e-03, 1.62e-03, 1.33e-04, 1.13e-05, 1.40e-04, 1.87e-04, 0.00e+00, 0.00e+00, 2.23e-04, 1.35e-03]    []  
88300     [2.56e-05, 7.10e-06, 3.03e-06, 2.02e-06, 3.00e-06, 3.75e-06, 1.99e-06, 1.09e-08, 3.90e-08, 1.88e-08, 9.32e-05, 6.32e-04, 6.83e-04, 7.74e-06, 0.00e+00, 7.10e-08, 1.81e-07, 3.49e-08, 4.93e-08, 1.81e-08, 2.46e-08, 2.80e-08]    [2.56e-05, 7.10e-06, 3.03e-06, 2.02e-06, 3.00e-06, 3.75e-06, 1.99e-06, 1.09e-08, 3.90e-08, 1.88e-08, 9.32e-05, 6.32e-04, 6.83e-04, 7.74e-06, 0.00e+00, 7.10e-08, 1.81e-07, 3.49e-08, 4.93e-08, 1.81e-08, 2.46e-08, 2.80e-08]    []  
88400     [1.12e-05, 5.65e-06, 1.51e-06, 1.49e-06, 3.39e-06, 1.95e-06, 7.85e-07, 7.57e-10, 4.20e-11, 8.24e-10, 3.92e-05, 5.87e-04, 5.76e-04, 5.60e-06, 4.22e-10, 1.01e-08, 8.48e-08, 4.06e-08, 3.15e-08, 1.20e-09, 6.54e-08, 2.72e-09]    [1.12e-05, 5.65e-06, 1.51e-06, 1.49e-06, 3.39e-06, 1.95e-06, 7.85e-07, 7.57e-10, 4.20e-11, 8.24e-10, 3.92e-05, 5.87e-04, 5.76e-04, 5.60e-06, 4.22e-10, 1.01e-08, 8.48e-08, 4.06e-08, 3.15e-08, 1.20e-09, 6.54e-08, 2.72e-09]    []  
88500     [5.01e-06, 1.92e-06, 1.16e-06, 1.24e-06, 2.67e-06, 1.39e-06, 6.40e-07, 2.52e-09, 4.07e-09, 2.59e-07, 5.03e-05, 2.02e-04, 1.20e-04, 9.67e-07, 2.05e-07, 8.97e-08, 1.03e-06, 7.65e-07, 6.03e-08, 4.29e-11, 4.62e-07, 1.38e-07]    [5.01e-06, 1.92e-06, 1.16e-06, 1.24e-06, 2.67e-06, 1.39e-06, 6.40e-07, 2.52e-09, 4.07e-09, 2.59e-07, 5.03e-05, 2.02e-04, 1.20e-04, 9.67e-07, 2.05e-07, 8.97e-08, 1.03e-06, 7.65e-07, 6.03e-08, 4.29e-11, 4.62e-07, 1.38e-07]    []  
88600     [5.36e-06, 1.36e-06, 1.00e-06, 9.29e-07, 2.61e-06, 1.66e-06, 7.11e-07, 1.53e-07, 3.27e-08, 3.03e-08, 3.75e-05, 1.28e-04, 6.45e-05, 4.56e-07, 2.18e-07, 1.76e-07, 8.88e-07, 5.38e-07, 2.72e-07, 2.75e-08, 1.87e-06, 1.65e-07]    [5.36e-06, 1.36e-06, 1.00e-06, 9.29e-07, 2.61e-06, 1.66e-06, 7.11e-07, 1.53e-07, 3.27e-08, 3.03e-08, 3.75e-05, 1.28e-04, 6.45e-05, 4.56e-07, 2.18e-07, 1.76e-07, 8.88e-07, 5.38e-07, 2.72e-07, 2.75e-08, 1.87e-06, 1.65e-07]    []  
88700     [4.37e-06, 1.30e-06, 9.77e-07, 1.03e-06, 2.98e-06, 1.62e-06, 6.83e-07, 8.62e-09, 2.75e-08, 2.07e-08, 3.44e-05, 1.02e-04, 4.83e-05, 5.17e-07, 7.41e-08, 6.81e-08, 7.59e-07, 9.21e-07, 3.22e-08, 1.58e-08, 3.62e-07, 9.44e-08]    [4.37e-06, 1.30e-06, 9.77e-07, 1.03e-06, 2.98e-06, 1.62e-06, 6.83e-07, 8.62e-09, 2.75e-08, 2.07e-08, 3.44e-05, 1.02e-04, 4.83e-05, 5.17e-07, 7.41e-08, 6.81e-08, 7.59e-07, 9.21e-07, 3.22e-08, 1.58e-08, 3.62e-07, 9.44e-08]    []  
88800     [3.82e-06, 1.78e-06, 1.09e-06, 1.68e-06, 5.32e-06, 1.48e-06, 7.41e-07, 1.11e-06, 2.04e-07, 1.40e-07, 2.95e-05, 6.35e-05, 4.04e-05, 2.92e-06, 4.37e-07, 1.18e-07, 5.14e-07, 1.35e-06, 1.24e-08, 9.96e-09, 1.52e-06, 3.07e-07]    [3.82e-06, 1.78e-06, 1.09e-06, 1.68e-06, 5.32e-06, 1.48e-06, 7.41e-07, 1.11e-06, 2.04e-07, 1.40e-07, 2.95e-05, 6.35e-05, 4.04e-05, 2.92e-06, 4.37e-07, 1.18e-07, 5.14e-07, 1.35e-06, 1.24e-08, 9.96e-09, 1.52e-06, 3.07e-07]    []  
88900     [2.92e-06, 2.27e-06, 1.34e-06, 1.76e-06, 6.63e-06, 1.20e-06, 7.38e-07, 2.50e-10, 1.83e-08, 2.97e-08, 3.29e-05, 3.90e-05, 2.64e-05, 3.65e-06, 1.72e-07, 3.39e-08, 7.33e-08, 5.82e-07, 1.60e-08, 2.43e-08, 6.66e-07, 2.45e-07]    [2.92e-06, 2.27e-06, 1.34e-06, 1.76e-06, 6.63e-06, 1.20e-06, 7.38e-07, 2.50e-10, 1.83e-08, 2.97e-08, 3.29e-05, 3.90e-05, 2.64e-05, 3.65e-06, 1.72e-07, 3.39e-08, 7.33e-08, 5.82e-07, 1.60e-08, 2.43e-08, 6.66e-07, 2.45e-07]    []  
89000     [2.57e-06, 2.62e-06, 1.53e-06, 1.64e-06, 6.60e-06, 1.28e-06, 7.14e-07, 2.52e-11, 8.53e-08, 3.22e-11, 2.48e-05, 2.12e-05, 1.76e-05, 1.28e-06, 2.65e-07, 5.78e-08, 1.55e-07, 2.10e-07, 8.38e-09, 1.44e-08, 8.69e-07, 2.49e-07]    [2.57e-06, 2.62e-06, 1.53e-06, 1.64e-06, 6.60e-06, 1.28e-06, 7.14e-07, 2.52e-11, 8.53e-08, 3.22e-11, 2.48e-05, 2.12e-05, 1.76e-05, 1.28e-06, 2.65e-07, 5.78e-08, 1.55e-07, 2.10e-07, 8.38e-09, 1.44e-08, 8.69e-07, 2.49e-07]    []  
89100     [2.35e-06, 3.03e-06, 1.72e-06, 1.52e-06, 6.88e-06, 1.23e-06, 6.42e-07, 1.84e-06, 3.46e-06, 4.44e-09, 2.03e-05, 1.30e-05, 1.24e-05, 3.01e-06, 1.17e-07, 4.49e-07, 1.35e-08, 2.19e-07, 0.00e+00, 0.00e+00, 1.84e-06, 2.92e-06]    [2.35e-06, 3.03e-06, 1.72e-06, 1.52e-06, 6.88e-06, 1.23e-06, 6.42e-07, 1.84e-06, 3.46e-06, 4.44e-09, 2.03e-05, 1.30e-05, 1.24e-05, 3.01e-06, 1.17e-07, 4.49e-07, 1.35e-08, 2.19e-07, 0.00e+00, 0.00e+00, 1.84e-06, 2.92e-06]    []  
89200     [2.80e-06, 2.93e-06, 1.88e-06, 1.32e-06, 6.31e-06, 1.36e-06, 5.69e-07, 5.29e-07, 4.15e-08, 1.14e-08, 3.85e-05, 1.50e-05, 3.69e-05, 1.01e-05, 5.25e-07, 8.83e-07, 1.13e-06, 1.32e-06, 4.12e-07, 9.92e-09, 2.44e-06, 3.32e-08]    [2.80e-06, 2.93e-06, 1.88e-06, 1.32e-06, 6.31e-06, 1.36e-06, 5.69e-07, 5.29e-07, 4.15e-08, 1.14e-08, 3.85e-05, 1.50e-05, 3.69e-05, 1.01e-05, 5.25e-07, 8.83e-07, 1.13e-06, 1.32e-06, 4.12e-07, 9.92e-09, 2.44e-06, 3.32e-08]    []  
89300     [3.99e-06, 2.99e-06, 2.11e-06, 1.24e-06, 5.63e-06, 1.32e-06, 4.60e-07, 3.00e-05, 8.17e-06, 8.39e-07, 8.70e-05, 4.33e-05, 1.75e-04, 1.26e-04, 1.73e-06, 2.54e-06, 2.83e-06, 4.50e-06, 4.09e-06, 8.63e-07, 2.40e-05, 5.08e-06]    [3.99e-06, 2.99e-06, 2.11e-06, 1.24e-06, 5.63e-06, 1.32e-06, 4.60e-07, 3.00e-05, 8.17e-06, 8.39e-07, 8.70e-05, 4.33e-05, 1.75e-04, 1.26e-04, 1.73e-06, 2.54e-06, 2.83e-06, 4.50e-06, 4.09e-06, 8.63e-07, 2.40e-05, 5.08e-06]    []  
89400     [3.14e-06, 2.85e-06, 2.18e-06, 1.16e-06, 5.48e-06, 1.23e-06, 3.69e-07, 1.10e-07, 8.28e-08, 2.19e-07, 1.47e-05, 9.91e-06, 1.74e-05, 2.30e-05, 3.56e-07, 7.22e-07, 7.36e-07, 7.31e-07, 3.49e-08, 4.86e-09, 8.87e-08, 1.83e-07]    [3.14e-06, 2.85e-06, 2.18e-06, 1.16e-06, 5.48e-06, 1.23e-06, 3.69e-07, 1.10e-07, 8.28e-08, 2.19e-07, 1.47e-05, 9.91e-06, 1.74e-05, 2.30e-05, 3.56e-07, 7.22e-07, 7.36e-07, 7.31e-07, 3.49e-08, 4.86e-09, 8.87e-08, 1.83e-07]    []  
89500     [2.88e-06, 2.93e-06, 2.31e-06, 9.06e-07, 5.76e-06, 1.17e-06, 2.91e-07, 1.64e-08, 2.08e-07, 2.87e-08, 1.01e-05, 6.32e-06, 7.14e-06, 7.52e-06, 2.27e-07, 4.57e-07, 2.90e-07, 2.18e-07, 2.38e-08, 5.08e-08, 1.40e-07, 2.97e-07]    [2.88e-06, 2.93e-06, 2.31e-06, 9.06e-07, 5.76e-06, 1.17e-06, 2.91e-07, 1.64e-08, 2.08e-07, 2.87e-08, 1.01e-05, 6.32e-06, 7.14e-06, 7.52e-06, 2.27e-07, 4.57e-07, 2.90e-07, 2.18e-07, 2.38e-08, 5.08e-08, 1.40e-07, 2.97e-07]    []  
89600     [3.17e-06, 3.06e-06, 2.32e-06, 1.51e-06, 5.91e-06, 1.23e-06, 3.15e-07, 2.20e-06, 1.41e-05, 4.91e-06, 2.96e-05, 6.96e-05, 1.43e-04, 3.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.19e-06, 1.10e-05]    [3.17e-06, 3.06e-06, 2.32e-06, 1.51e-06, 5.91e-06, 1.23e-06, 3.15e-07, 2.20e-06, 1.41e-05, 4.91e-06, 2.96e-05, 6.96e-05, 1.43e-04, 3.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.19e-06, 1.10e-05]    []  
89700     [2.50e-06, 3.14e-06, 2.42e-06, 1.32e-06, 5.84e-06, 1.11e-06, 2.56e-07, 6.24e-08, 8.67e-07, 2.31e-06, 2.90e-05, 4.16e-05, 1.19e-04, 2.04e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.79e-10, 6.43e-08, 2.33e-07, 3.27e-07]    [2.50e-06, 3.14e-06, 2.42e-06, 1.32e-06, 5.84e-06, 1.11e-06, 2.56e-07, 6.24e-08, 8.67e-07, 2.31e-06, 2.90e-05, 4.16e-05, 1.19e-04, 2.04e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.79e-10, 6.43e-08, 2.33e-07, 3.27e-07]    []  
89800     [2.78e-06, 2.84e-06, 2.31e-06, 1.02e-06, 5.44e-06, 1.26e-06, 2.63e-07, 3.58e-05, 1.04e-04, 2.28e-06, 2.62e-05, 5.52e-05, 6.72e-06, 1.38e-04, 1.14e-12, 2.36e-09, 1.12e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.46e-05, 9.31e-05]    [2.78e-06, 2.84e-06, 2.31e-06, 1.02e-06, 5.44e-06, 1.26e-06, 2.63e-07, 3.58e-05, 1.04e-04, 2.28e-06, 2.62e-05, 5.52e-05, 6.72e-06, 1.38e-04, 1.14e-12, 2.36e-09, 1.12e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.46e-05, 9.31e-05]    []  
89900     [2.59e-06, 3.00e-06, 2.37e-06, 9.76e-07, 5.27e-06, 1.12e-06, 2.68e-07, 2.85e-07, 9.57e-09, 2.06e-07, 6.04e-06, 6.35e-06, 4.64e-06, 1.10e-05, 8.36e-09, 3.32e-08, 1.92e-08, 2.61e-10, 3.48e-10, 6.36e-09, 9.55e-08, 1.93e-08]    [2.59e-06, 3.00e-06, 2.37e-06, 9.76e-07, 5.27e-06, 1.12e-06, 2.68e-07, 2.85e-07, 9.57e-09, 2.06e-07, 6.04e-06, 6.35e-06, 4.64e-06, 1.10e-05, 8.36e-09, 3.32e-08, 1.92e-08, 2.61e-10, 3.48e-10, 6.36e-09, 9.55e-08, 1.93e-08]    []  
90000     [5.31e-06, 3.12e-06, 2.46e-06, 1.03e-06, 5.09e-06, 1.12e-06, 2.83e-07, 7.44e-07, 6.86e-07, 3.39e-06, 1.58e-05, 3.71e-05, 5.00e-05, 2.11e-04, 2.22e-06, 2.86e-06, 1.62e-06, 1.02e-06, 1.30e-07, 6.55e-08, 7.57e-07, 3.65e-07]    [5.31e-06, 3.12e-06, 2.46e-06, 1.03e-06, 5.09e-06, 1.12e-06, 2.83e-07, 7.44e-07, 6.86e-07, 3.39e-06, 1.58e-05, 3.71e-05, 5.00e-05, 2.11e-04, 2.22e-06, 2.86e-06, 1.62e-06, 1.02e-06, 1.30e-07, 6.55e-08, 7.57e-07, 3.65e-07]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 44.459503 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
90000     [5.31e-06, 3.12e-06, 2.46e-06, 1.03e-06, 5.09e-06, 1.12e-06, 2.83e-07, 7.44e-07, 6.86e-07, 3.39e-06, 1.58e-05, 3.71e-05, 5.00e-05, 2.11e-04, 2.22e-06, 2.86e-06, 1.62e-06, 1.02e-06, 1.30e-07, 6.55e-08, 7.57e-07, 3.65e-07]    [5.31e-06, 3.12e-06, 2.46e-06, 1.03e-06, 5.09e-06, 1.12e-06, 2.83e-07, 7.44e-07, 6.86e-07, 3.39e-06, 1.58e-05, 3.71e-05, 5.00e-05, 2.11e-04, 2.22e-06, 2.86e-06, 1.62e-06, 1.02e-06, 1.30e-07, 6.55e-08, 7.57e-07, 3.65e-07]    []  
90100     [5.94e-06, 3.19e-06, 2.45e-06, 9.38e-07, 4.91e-06, 1.11e-06, 2.68e-07, 1.45e-05, 1.06e-08, 5.29e-06, 5.39e-05, 5.71e-05, 2.21e-04, 4.00e-04, 2.78e-06, 3.99e-06, 3.73e-06, 3.06e-06, 1.26e-06, 7.86e-09, 7.34e-06, 2.71e-08]    [5.94e-06, 3.19e-06, 2.45e-06, 9.38e-07, 4.91e-06, 1.11e-06, 2.68e-07, 1.45e-05, 1.06e-08, 5.29e-06, 5.39e-05, 5.71e-05, 2.21e-04, 4.00e-04, 2.78e-06, 3.99e-06, 3.73e-06, 3.06e-06, 1.26e-06, 7.86e-09, 7.34e-06, 2.71e-08]    []  
90200     [2.45e-06, 3.03e-06, 2.26e-06, 1.02e-06, 4.88e-06, 1.14e-06, 2.21e-07, 1.71e-09, 1.17e-11, 2.04e-06, 1.04e-05, 2.18e-05, 6.51e-06, 6.49e-05, 3.74e-10, 9.46e-10, 1.70e-09, 1.18e-10, 1.23e-09, 2.29e-09, 3.23e-08, 2.04e-07]    [2.45e-06, 3.03e-06, 2.26e-06, 1.02e-06, 4.88e-06, 1.14e-06, 2.21e-07, 1.71e-09, 1.17e-11, 2.04e-06, 1.04e-05, 2.18e-05, 6.51e-06, 6.49e-05, 3.74e-10, 9.46e-10, 1.70e-09, 1.18e-10, 1.23e-09, 2.29e-09, 3.23e-08, 2.04e-07]    []  
90300     [3.53e-06, 3.14e-06, 2.30e-06, 8.69e-07, 4.74e-06, 1.04e-06, 2.32e-07, 1.80e-07, 1.56e-06, 8.26e-07, 1.97e-05, 1.30e-05, 5.24e-05, 7.25e-05, 3.99e-07, 8.41e-07, 9.21e-07, 7.96e-07, 2.53e-08, 1.02e-07, 1.41e-07, 5.57e-07]    [3.53e-06, 3.14e-06, 2.30e-06, 8.69e-07, 4.74e-06, 1.04e-06, 2.32e-07, 1.80e-07, 1.56e-06, 8.26e-07, 1.97e-05, 1.30e-05, 5.24e-05, 7.25e-05, 3.99e-07, 8.41e-07, 9.21e-07, 7.96e-07, 2.53e-08, 1.02e-07, 1.41e-07, 5.57e-07]    []  
90400     [7.53e-06, 3.19e-06, 2.47e-06, 1.10e-06, 4.69e-06, 1.34e-06, 3.74e-07, 2.36e-05, 6.62e-05, 9.88e-06, 7.28e-05, 1.27e-04, 2.72e-05, 3.32e-04, 6.93e-06, 9.35e-06, 1.67e-06, 8.02e-07, 0.00e+00, 0.00e+00, 1.90e-05, 5.01e-05]    [7.53e-06, 3.19e-06, 2.47e-06, 1.10e-06, 4.69e-06, 1.34e-06, 3.74e-07, 2.36e-05, 6.62e-05, 9.88e-06, 7.28e-05, 1.27e-04, 2.72e-05, 3.32e-04, 6.93e-06, 9.35e-06, 1.67e-06, 8.02e-07, 0.00e+00, 0.00e+00, 1.90e-05, 5.01e-05]    []  
90500     [3.95e-06, 3.10e-06, 2.23e-06, 1.07e-06, 4.44e-06, 1.17e-06, 3.15e-07, 8.99e-05, 6.70e-05, 1.05e-07, 9.04e-05, 5.76e-05, 1.34e-04, 5.16e-06, 4.21e-07, 1.72e-07, 0.00e+00, 1.86e-10, 0.00e+00, 0.00e+00, 7.26e-05, 5.22e-05]    [3.95e-06, 3.10e-06, 2.23e-06, 1.07e-06, 4.44e-06, 1.17e-06, 3.15e-07, 8.99e-05, 6.70e-05, 1.05e-07, 9.04e-05, 5.76e-05, 1.34e-04, 5.16e-06, 4.21e-07, 1.72e-07, 0.00e+00, 1.86e-10, 0.00e+00, 0.00e+00, 7.26e-05, 5.22e-05]    []  
90600     [2.55e-06, 3.22e-06, 2.16e-06, 1.00e-06, 4.48e-06, 1.04e-06, 2.71e-07, 7.54e-08, 5.92e-08, 9.05e-08, 1.55e-05, 1.12e-05, 3.68e-05, 1.96e-05, 8.91e-09, 2.84e-08, 4.88e-10, 0.00e+00, 4.23e-09, 5.43e-10, 2.15e-08, 5.33e-08]    [2.55e-06, 3.22e-06, 2.16e-06, 1.00e-06, 4.48e-06, 1.04e-06, 2.71e-07, 7.54e-08, 5.92e-08, 9.05e-08, 1.55e-05, 1.12e-05, 3.68e-05, 1.96e-05, 8.91e-09, 2.84e-08, 4.88e-10, 0.00e+00, 4.23e-09, 5.43e-10, 2.15e-08, 5.33e-08]    []  
90700     [2.33e-06, 3.34e-06, 2.10e-06, 1.21e-06, 4.49e-06, 1.05e-06, 2.66e-07, 1.12e-06, 5.54e-07, 3.09e-07, 2.74e-05, 1.90e-05, 7.02e-05, 4.30e-05, 7.34e-09, 3.52e-09, 0.00e+00, 0.00e+00, 4.46e-08, 0.00e+00, 1.52e-07, 4.50e-07]    [2.33e-06, 3.34e-06, 2.10e-06, 1.21e-06, 4.49e-06, 1.05e-06, 2.66e-07, 1.12e-06, 5.54e-07, 3.09e-07, 2.74e-05, 1.90e-05, 7.02e-05, 4.30e-05, 7.34e-09, 3.52e-09, 0.00e+00, 0.00e+00, 4.46e-08, 0.00e+00, 1.52e-07, 4.50e-07]    []  
90800     [2.85e-06, 3.10e-06, 1.99e-06, 1.27e-06, 4.06e-06, 1.24e-06, 3.23e-07, 1.46e-05, 4.25e-06, 3.54e-06, 1.44e-05, 4.83e-05, 6.73e-05, 2.54e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.14e-06, 2.84e-06]    [2.85e-06, 3.10e-06, 1.99e-06, 1.27e-06, 4.06e-06, 1.24e-06, 3.23e-07, 1.46e-05, 4.25e-06, 3.54e-06, 1.44e-05, 4.83e-05, 6.73e-05, 2.54e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.14e-06, 2.84e-06]    []  
90900     [2.41e-06, 3.24e-06, 2.02e-06, 1.06e-06, 4.07e-06, 1.18e-06, 3.52e-07, 9.25e-07, 2.98e-07, 1.22e-08, 5.50e-06, 2.86e-06, 1.85e-06, 1.72e-06, 3.23e-08, 2.27e-08, 5.70e-08, 3.20e-08, 7.51e-08, 0.00e+00, 4.78e-07, 1.69e-07]    [2.41e-06, 3.24e-06, 2.02e-06, 1.06e-06, 4.07e-06, 1.18e-06, 3.52e-07, 9.25e-07, 2.98e-07, 1.22e-08, 5.50e-06, 2.86e-06, 1.85e-06, 1.72e-06, 3.23e-08, 2.27e-08, 5.70e-08, 3.20e-08, 7.51e-08, 0.00e+00, 4.78e-07, 1.69e-07]    []  
91000     [7.16e-06, 3.26e-06, 2.10e-06, 1.13e-06, 3.76e-06, 1.54e-06, 5.21e-07, 9.29e-05, 4.04e-08, 7.89e-06, 3.11e-05, 8.93e-05, 1.15e-04, 5.54e-04, 6.18e-06, 7.67e-06, 3.62e-06, 2.57e-06, 8.75e-06, 1.22e-08, 4.70e-05, 6.14e-08]    [7.16e-06, 3.26e-06, 2.10e-06, 1.13e-06, 3.76e-06, 1.54e-06, 5.21e-07, 9.29e-05, 4.04e-08, 7.89e-06, 3.11e-05, 8.93e-05, 1.15e-04, 5.54e-04, 6.18e-06, 7.67e-06, 3.62e-06, 2.57e-06, 8.75e-06, 1.22e-08, 4.70e-05, 6.14e-08]    []  
91100     [4.65e-06, 3.12e-06, 1.96e-06, 1.01e-06, 3.47e-06, 1.27e-06, 3.74e-07, 1.67e-06, 4.61e-05, 3.11e-06, 1.82e-05, 3.13e-05, 7.11e-05, 2.09e-04, 1.81e-06, 2.20e-06, 1.92e-06, 1.20e-06, 0.00e+00, 0.00e+00, 6.10e-07, 3.50e-05]    [4.65e-06, 3.12e-06, 1.96e-06, 1.01e-06, 3.47e-06, 1.27e-06, 3.74e-07, 1.67e-06, 4.61e-05, 3.11e-06, 1.82e-05, 3.13e-05, 7.11e-05, 2.09e-04, 1.81e-06, 2.20e-06, 1.92e-06, 1.20e-06, 0.00e+00, 0.00e+00, 6.10e-07, 3.50e-05]    []  
91200     [2.99e-06, 3.42e-06, 1.96e-06, 1.05e-06, 3.87e-06, 1.10e-06, 3.14e-07, 1.65e-08, 1.82e-06, 5.42e-07, 6.36e-06, 6.94e-06, 8.73e-06, 3.24e-05, 3.78e-07, 3.70e-07, 2.55e-07, 3.07e-07, 2.13e-09, 0.00e+00, 3.00e-08, 1.10e-06]    [2.99e-06, 3.42e-06, 1.96e-06, 1.05e-06, 3.87e-06, 1.10e-06, 3.14e-07, 1.65e-08, 1.82e-06, 5.42e-07, 6.36e-06, 6.94e-06, 8.73e-06, 3.24e-05, 3.78e-07, 3.70e-07, 2.55e-07, 3.07e-07, 2.13e-09, 0.00e+00, 3.00e-08, 1.10e-06]    []  
91300     [4.75e-06, 3.48e-06, 1.97e-06, 1.10e-06, 3.61e-06, 1.14e-06, 3.59e-07, 1.38e-06, 7.60e-09, 3.61e-06, 5.41e-05, 4.68e-05, 1.96e-04, 3.15e-04, 2.41e-06, 2.61e-06, 2.93e-06, 2.58e-06, 2.64e-07, 8.23e-09, 1.59e-06, 4.70e-08]    [4.75e-06, 3.48e-06, 1.97e-06, 1.10e-06, 3.61e-06, 1.14e-06, 3.59e-07, 1.38e-06, 7.60e-09, 3.61e-06, 5.41e-05, 4.68e-05, 1.96e-04, 3.15e-04, 2.41e-06, 2.61e-06, 2.93e-06, 2.58e-06, 2.64e-07, 8.23e-09, 1.59e-06, 4.70e-08]    []  
91400     [2.95e-06, 3.41e-06, 1.83e-06, 1.04e-06, 3.47e-06, 1.10e-06, 3.57e-07, 3.86e-06, 2.96e-06, 6.28e-07, 2.80e-05, 1.19e-05, 6.20e-05, 4.74e-05, 3.46e-07, 2.57e-07, 8.31e-07, 7.41e-07, 0.00e+00, 0.00e+00, 9.92e-07, 1.56e-06]    [2.95e-06, 3.41e-06, 1.83e-06, 1.04e-06, 3.47e-06, 1.10e-06, 3.57e-07, 3.86e-06, 2.96e-06, 6.28e-07, 2.80e-05, 1.19e-05, 6.20e-05, 4.74e-05, 3.46e-07, 2.57e-07, 8.31e-07, 7.41e-07, 0.00e+00, 0.00e+00, 9.92e-07, 1.56e-06]    []  
91500     [2.61e-06, 3.51e-06, 1.80e-06, 1.21e-06, 3.70e-06, 1.11e-06, 3.37e-07, 2.25e-07, 3.22e-07, 2.51e-07, 5.95e-06, 5.78e-06, 2.28e-06, 8.34e-06, 1.53e-07, 2.90e-07, 1.23e-07, 9.54e-08, 2.79e-08, 0.00e+00, 1.86e-07, 1.06e-07]    [2.61e-06, 3.51e-06, 1.80e-06, 1.21e-06, 3.70e-06, 1.11e-06, 3.37e-07, 2.25e-07, 3.22e-07, 2.51e-07, 5.95e-06, 5.78e-06, 2.28e-06, 8.34e-06, 1.53e-07, 2.90e-07, 1.23e-07, 9.54e-08, 2.79e-08, 0.00e+00, 1.86e-07, 1.06e-07]    []  
91600     [2.01e-06, 3.62e-06, 1.76e-06, 1.27e-06, 3.69e-06, 1.06e-06, 3.21e-07, 4.69e-06, 1.77e-06, 8.70e-08, 7.46e-06, 6.03e-06, 1.59e-05, 1.35e-05, 9.72e-09, 8.00e-09, 2.66e-09, 1.08e-10, 0.00e+00, 0.00e+00, 3.15e-06, 1.07e-06]    [2.01e-06, 3.62e-06, 1.76e-06, 1.27e-06, 3.69e-06, 1.06e-06, 3.21e-07, 4.69e-06, 1.77e-06, 8.70e-08, 7.46e-06, 6.03e-06, 1.59e-05, 1.35e-05, 9.72e-09, 8.00e-09, 2.66e-09, 1.08e-10, 0.00e+00, 0.00e+00, 3.15e-06, 1.07e-06]    []  
91700     [4.76e-06, 3.65e-06, 1.82e-06, 1.17e-06, 3.39e-06, 1.16e-06, 3.72e-07, 2.43e-06, 1.99e-06, 3.44e-06, 1.12e-04, 6.98e-05, 3.50e-04, 3.59e-04, 2.58e-06, 2.57e-06, 4.89e-06, 3.63e-06, 2.33e-07, 2.39e-07, 1.38e-06, 1.52e-06]    [4.76e-06, 3.65e-06, 1.82e-06, 1.17e-06, 3.39e-06, 1.16e-06, 3.72e-07, 2.43e-06, 1.99e-06, 3.44e-06, 1.12e-04, 6.98e-05, 3.50e-04, 3.59e-04, 2.58e-06, 2.57e-06, 4.89e-06, 3.63e-06, 2.33e-07, 2.39e-07, 1.38e-06, 1.52e-06]    []  
91800     [2.30e-06, 3.30e-06, 1.63e-06, 1.08e-06, 3.25e-06, 1.18e-06, 3.70e-07, 3.45e-05, 1.23e-06, 1.45e-07, 1.21e-05, 1.11e-05, 7.80e-06, 6.43e-06, 6.76e-09, 1.33e-08, 1.11e-07, 1.36e-07, 0.00e+00, 1.43e-07, 2.84e-05, 8.98e-07]    [2.30e-06, 3.30e-06, 1.63e-06, 1.08e-06, 3.25e-06, 1.18e-06, 3.70e-07, 3.45e-05, 1.23e-06, 1.45e-07, 1.21e-05, 1.11e-05, 7.80e-06, 6.43e-06, 6.76e-09, 1.33e-08, 1.11e-07, 1.36e-07, 0.00e+00, 1.43e-07, 2.84e-05, 8.98e-07]    []  
91900     [2.81e-06, 3.65e-06, 1.70e-06, 1.20e-06, 3.48e-06, 1.06e-06, 3.20e-07, 1.48e-06, 1.35e-06, 5.54e-07, 1.69e-05, 1.00e-05, 4.42e-05, 5.89e-05, 3.81e-07, 4.85e-07, 7.14e-07, 6.64e-07, 2.80e-07, 1.11e-07, 1.70e-06, 7.19e-07]    [2.81e-06, 3.65e-06, 1.70e-06, 1.20e-06, 3.48e-06, 1.06e-06, 3.20e-07, 1.48e-06, 1.35e-06, 5.54e-07, 1.69e-05, 1.00e-05, 4.42e-05, 5.89e-05, 3.81e-07, 4.85e-07, 7.14e-07, 6.64e-07, 2.80e-07, 1.11e-07, 1.70e-06, 7.19e-07]    []  
92000     [3.48e-06, 3.29e-06, 1.53e-06, 1.27e-06, 3.25e-06, 1.22e-06, 4.50e-07, 5.39e-07, 2.05e-06, 1.51e-07, 6.20e-05, 5.73e-05, 9.93e-05, 2.43e-06, 2.31e-07, 2.50e-07, 3.66e-09, 1.54e-08, 0.00e+00, 1.94e-07, 3.04e-06, 1.25e-06]    [3.48e-06, 3.29e-06, 1.53e-06, 1.27e-06, 3.25e-06, 1.22e-06, 4.50e-07, 5.39e-07, 2.05e-06, 1.51e-07, 6.20e-05, 5.73e-05, 9.93e-05, 2.43e-06, 2.31e-07, 2.50e-07, 3.66e-09, 1.54e-08, 0.00e+00, 1.94e-07, 3.04e-06, 1.25e-06]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 46.815994 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
92000     [3.48e-06, 3.29e-06, 1.53e-06, 1.27e-06, 3.25e-06, 1.22e-06, 4.50e-07, 5.39e-07, 2.05e-06, 1.51e-07, 6.20e-05, 5.73e-05, 9.93e-05, 2.43e-06, 2.31e-07, 2.50e-07, 3.66e-09, 1.54e-08, 0.00e+00, 1.94e-07, 3.04e-06, 1.25e-06]    [3.48e-06, 3.29e-06, 1.53e-06, 1.27e-06, 3.25e-06, 1.22e-06, 4.50e-07, 5.39e-07, 2.05e-06, 1.51e-07, 6.20e-05, 5.73e-05, 9.93e-05, 2.43e-06, 2.31e-07, 2.50e-07, 3.66e-09, 1.54e-08, 0.00e+00, 1.94e-07, 3.04e-06, 1.25e-06]    []  
92100     [2.71e-06, 3.76e-06, 1.70e-06, 1.17e-06, 3.57e-06, 1.11e-06, 3.60e-07, 5.93e-08, 1.21e-06, 4.11e-07, 6.73e-06, 6.07e-06, 1.25e-05, 3.38e-05, 3.07e-07, 5.58e-07, 4.23e-07, 4.78e-07, 1.37e-09, 6.05e-08, 3.05e-08, 2.99e-07]    [2.71e-06, 3.76e-06, 1.70e-06, 1.17e-06, 3.57e-06, 1.11e-06, 3.60e-07, 5.93e-08, 1.21e-06, 4.11e-07, 6.73e-06, 6.07e-06, 1.25e-05, 3.38e-05, 3.07e-07, 5.58e-07, 4.23e-07, 4.78e-07, 1.37e-09, 6.05e-08, 3.05e-08, 2.99e-07]    []  
92200     [3.91e-06, 3.57e-06, 1.55e-06, 1.13e-06, 3.26e-06, 1.17e-06, 4.22e-07, 2.82e-06, 8.90e-09, 1.72e-06, 1.41e-05, 2.05e-05, 4.78e-05, 1.36e-04, 1.19e-06, 1.12e-06, 1.02e-06, 9.75e-07, 2.93e-07, 1.30e-08, 1.71e-06, 7.38e-08]    [3.91e-06, 3.57e-06, 1.55e-06, 1.13e-06, 3.26e-06, 1.17e-06, 4.22e-07, 2.82e-06, 8.90e-09, 1.72e-06, 1.41e-05, 2.05e-05, 4.78e-05, 1.36e-04, 1.19e-06, 1.12e-06, 1.02e-06, 9.75e-07, 2.93e-07, 1.30e-08, 1.71e-06, 7.38e-08]    []  
92300     [2.86e-06, 3.73e-06, 1.58e-06, 1.22e-06, 3.39e-06, 1.08e-06, 3.44e-07, 2.65e-06, 7.46e-07, 6.94e-07, 8.54e-06, 7.98e-06, 2.33e-05, 5.36e-05, 4.44e-07, 5.54e-07, 5.01e-07, 6.30e-07, 0.00e+00, 0.00e+00, 1.62e-06, 6.41e-07]    [2.86e-06, 3.73e-06, 1.58e-06, 1.22e-06, 3.39e-06, 1.08e-06, 3.44e-07, 2.65e-06, 7.46e-07, 6.94e-07, 8.54e-06, 7.98e-06, 2.33e-05, 5.36e-05, 4.44e-07, 5.54e-07, 5.01e-07, 6.30e-07, 0.00e+00, 0.00e+00, 1.62e-06, 6.41e-07]    []  
92400     [2.38e-06, 3.75e-06, 1.50e-06, 1.38e-06, 3.36e-06, 1.03e-06, 3.31e-07, 1.70e-07, 1.97e-07, 2.99e-08, 2.16e-05, 2.01e-05, 3.82e-05, 1.04e-06, 2.63e-07, 8.61e-08, 2.41e-08, 7.51e-09, 6.29e-09, 4.97e-09, 8.13e-08, 5.54e-08]    [2.38e-06, 3.75e-06, 1.50e-06, 1.38e-06, 3.36e-06, 1.03e-06, 3.31e-07, 1.70e-07, 1.97e-07, 2.99e-08, 2.16e-05, 2.01e-05, 3.82e-05, 1.04e-06, 2.63e-07, 8.61e-08, 2.41e-08, 7.51e-09, 6.29e-09, 4.97e-09, 8.13e-08, 5.54e-08]    []  
92500     [2.06e-06, 3.78e-06, 1.44e-06, 1.35e-06, 3.30e-06, 1.18e-06, 3.31e-07, 3.18e-07, 4.20e-07, 2.32e-10, 5.02e-06, 2.48e-06, 3.11e-06, 2.11e-06, 9.93e-08, 5.28e-08, 2.06e-07, 2.51e-07, 1.94e-09, 4.09e-08, 5.61e-08, 2.62e-07]    [2.06e-06, 3.78e-06, 1.44e-06, 1.35e-06, 3.30e-06, 1.18e-06, 3.31e-07, 3.18e-07, 4.20e-07, 2.32e-10, 5.02e-06, 2.48e-06, 3.11e-06, 2.11e-06, 9.93e-08, 5.28e-08, 2.06e-07, 2.51e-07, 1.94e-09, 4.09e-08, 5.61e-08, 2.62e-07]    []  
92600     [1.84e-06, 3.84e-06, 1.52e-06, 1.38e-06, 3.42e-06, 1.16e-06, 3.50e-07, 1.64e-06, 3.03e-06, 4.76e-08, 4.57e-06, 2.64e-06, 2.56e-06, 4.91e-07, 1.17e-07, 6.58e-08, 1.36e-07, 1.97e-07, 1.82e-07, 0.00e+00, 1.13e-06, 2.84e-06]    [1.84e-06, 3.84e-06, 1.52e-06, 1.38e-06, 3.42e-06, 1.16e-06, 3.50e-07, 1.64e-06, 3.03e-06, 4.76e-08, 4.57e-06, 2.64e-06, 2.56e-06, 4.91e-07, 1.17e-07, 6.58e-08, 1.36e-07, 1.97e-07, 1.82e-07, 0.00e+00, 1.13e-06, 2.84e-06]    []  
92700     [3.24e-06, 4.10e-06, 1.48e-06, 1.96e-06, 3.66e-06, 1.18e-06, 3.81e-07, 3.23e-05, 2.85e-06, 4.56e-06, 1.52e-04, 1.24e-04, 5.33e-04, 6.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.20e-05, 1.94e-06]    [3.24e-06, 4.10e-06, 1.48e-06, 1.96e-06, 3.66e-06, 1.18e-06, 3.81e-07, 3.23e-05, 2.85e-06, 4.56e-06, 1.52e-04, 1.24e-04, 5.33e-04, 6.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.20e-05, 1.94e-06]    []  
92800     [2.12e-06, 3.37e-06, 1.35e-06, 1.33e-06, 3.35e-06, 1.19e-06, 3.69e-07, 1.31e-05, 6.61e-05, 6.36e-07, 8.38e-06, 1.12e-05, 2.97e-05, 5.11e-05, 9.59e-08, 4.52e-09, 7.16e-08, 1.21e-08, 0.00e+00, 0.00e+00, 1.02e-05, 4.77e-05]    [2.12e-06, 3.37e-06, 1.35e-06, 1.33e-06, 3.35e-06, 1.19e-06, 3.69e-07, 1.31e-05, 6.61e-05, 6.36e-07, 8.38e-06, 1.12e-05, 2.97e-05, 5.11e-05, 9.59e-08, 4.52e-09, 7.16e-08, 1.21e-08, 0.00e+00, 0.00e+00, 1.02e-05, 4.77e-05]    []  
92900     [4.49e-06, 3.96e-06, 1.73e-06, 1.92e-06, 4.22e-06, 1.62e-06, 4.40e-07, 1.15e-06, 2.16e-06, 1.25e-05, 7.27e-05, 2.77e-04, 1.58e-05, 4.81e-04, 2.81e-09, 0.00e+00, 1.85e-07, 9.47e-09, 8.36e-07, 1.68e-07, 4.25e-06, 9.22e-07]    [4.49e-06, 3.96e-06, 1.73e-06, 1.92e-06, 4.22e-06, 1.62e-06, 4.40e-07, 1.15e-06, 2.16e-06, 1.25e-05, 7.27e-05, 2.77e-04, 1.58e-05, 4.81e-04, 2.81e-09, 0.00e+00, 1.85e-07, 9.47e-09, 8.36e-07, 1.68e-07, 4.25e-06, 9.22e-07]    []  
93000     [1.69e-06, 3.83e-06, 1.44e-06, 1.43e-06, 3.43e-06, 1.12e-06, 2.95e-07, 3.42e-08, 5.94e-08, 1.74e-08, 3.36e-06, 2.16e-06, 1.75e-06, 1.30e-06, 3.81e-08, 2.70e-08, 7.52e-08, 6.97e-08, 2.13e-09, 1.54e-08, 2.12e-08, 7.76e-08]    [1.69e-06, 3.83e-06, 1.44e-06, 1.43e-06, 3.43e-06, 1.12e-06, 2.95e-07, 3.42e-08, 5.94e-08, 1.74e-08, 3.36e-06, 2.16e-06, 1.75e-06, 1.30e-06, 3.81e-08, 2.70e-08, 7.52e-08, 6.97e-08, 2.13e-09, 1.54e-08, 2.12e-08, 7.76e-08]    []  
93100     [2.83e-06, 3.61e-06, 1.60e-06, 1.11e-06, 3.65e-06, 1.33e-06, 3.95e-07, 2.79e-09, 1.65e-09, 5.09e-07, 1.41e-05, 1.02e-05, 4.23e-05, 7.75e-05, 5.14e-07, 5.50e-07, 8.44e-07, 6.66e-07, 6.12e-09, 1.23e-07, 4.78e-08, 6.68e-07]    [2.83e-06, 3.61e-06, 1.60e-06, 1.11e-06, 3.65e-06, 1.33e-06, 3.95e-07, 2.79e-09, 1.65e-09, 5.09e-07, 1.41e-05, 1.02e-05, 4.23e-05, 7.75e-05, 5.14e-07, 5.50e-07, 8.44e-07, 6.66e-07, 6.12e-09, 1.23e-07, 4.78e-08, 6.68e-07]    []  
93200     [1.86e-06, 3.66e-06, 1.47e-06, 1.23e-06, 3.56e-06, 1.25e-06, 3.33e-07, 3.02e-09, 1.56e-10, 2.57e-10, 5.33e-06, 2.67e-06, 2.56e-06, 7.78e-07, 9.78e-08, 1.11e-08, 6.15e-08, 6.48e-08, 1.80e-09, 3.86e-09, 9.01e-08, 2.15e-08]    [1.86e-06, 3.66e-06, 1.47e-06, 1.23e-06, 3.56e-06, 1.25e-06, 3.33e-07, 3.02e-09, 1.56e-10, 2.57e-10, 5.33e-06, 2.67e-06, 2.56e-06, 7.78e-07, 9.78e-08, 1.11e-08, 6.15e-08, 6.48e-08, 1.80e-09, 3.86e-09, 9.01e-08, 2.15e-08]    []  
93300     [1.88e-06, 3.27e-06, 1.40e-06, 1.35e-06, 3.21e-06, 1.33e-06, 3.33e-07, 1.69e-06, 3.08e-06, 6.30e-07, 6.67e-06, 1.50e-05, 2.89e-05, 7.31e-05, 2.08e-10, 5.96e-10, 1.43e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.33e-06, 2.02e-06]    [1.88e-06, 3.27e-06, 1.40e-06, 1.35e-06, 3.21e-06, 1.33e-06, 3.33e-07, 1.69e-06, 3.08e-06, 6.30e-07, 6.67e-06, 1.50e-05, 2.89e-05, 7.31e-05, 2.08e-10, 5.96e-10, 1.43e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.33e-06, 2.02e-06]    []  
93400     [1.77e-06, 3.68e-06, 1.59e-06, 1.55e-06, 3.49e-06, 1.32e-06, 3.30e-07, 1.34e-07, 7.32e-07, 2.57e-07, 2.14e-05, 1.90e-05, 7.25e-05, 7.55e-05, 1.05e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.74e-09, 4.27e-08, 5.49e-07, 1.95e-07]    [1.77e-06, 3.68e-06, 1.59e-06, 1.55e-06, 3.49e-06, 1.32e-06, 3.30e-07, 1.34e-07, 7.32e-07, 2.57e-07, 2.14e-05, 1.90e-05, 7.25e-05, 7.55e-05, 1.05e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.74e-09, 4.27e-08, 5.49e-07, 1.95e-07]    []  
93500     [2.12e-06, 3.61e-06, 1.54e-06, 1.72e-06, 3.36e-06, 1.41e-06, 3.39e-07, 1.13e-05, 2.78e-08, 1.08e-06, 2.26e-05, 3.73e-05, 1.07e-04, 2.18e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.63e-07, 3.30e-09, 1.12e-06, 7.98e-08]    [2.12e-06, 3.61e-06, 1.54e-06, 1.72e-06, 3.36e-06, 1.41e-06, 3.39e-07, 1.13e-05, 2.78e-08, 1.08e-06, 2.26e-05, 3.73e-05, 1.07e-04, 2.18e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.63e-07, 3.30e-09, 1.12e-06, 7.98e-08]    []  
93600     [4.77e-06, 3.56e-06, 1.81e-06, 1.27e-06, 3.22e-06, 1.41e-06, 4.52e-07, 1.78e-08, 1.29e-06, 2.16e-06, 2.88e-05, 3.84e-05, 1.12e-04, 3.03e-04, 2.08e-06, 3.21e-06, 1.47e-06, 1.74e-06, 1.97e-11, 1.92e-07, 4.10e-07, 1.19e-06]    [4.77e-06, 3.56e-06, 1.81e-06, 1.27e-06, 3.22e-06, 1.41e-06, 4.52e-07, 1.78e-08, 1.29e-06, 2.16e-06, 2.88e-05, 3.84e-05, 1.12e-04, 3.03e-04, 2.08e-06, 3.21e-06, 1.47e-06, 1.74e-06, 1.97e-11, 1.92e-07, 4.10e-07, 1.19e-06]    []  
93700     [1.59e-06, 3.38e-06, 1.55e-06, 1.68e-06, 3.15e-06, 1.37e-06, 2.96e-07, 5.72e-08, 4.94e-07, 3.41e-07, 1.94e-05, 2.06e-05, 7.01e-05, 8.81e-05, 5.91e-12, 0.00e+00, 0.00e+00, 0.00e+00, 2.67e-08, 7.46e-09, 9.50e-08, 4.60e-07]    [1.59e-06, 3.38e-06, 1.55e-06, 1.68e-06, 3.15e-06, 1.37e-06, 2.96e-07, 5.72e-08, 4.94e-07, 3.41e-07, 1.94e-05, 2.06e-05, 7.01e-05, 8.81e-05, 5.91e-12, 0.00e+00, 0.00e+00, 0.00e+00, 2.67e-08, 7.46e-09, 9.50e-08, 4.60e-07]    []  
93800     [1.55e-06, 3.16e-06, 1.57e-06, 1.54e-06, 2.90e-06, 1.44e-06, 3.20e-07, 5.13e-08, 1.69e-07, 2.37e-07, 4.79e-06, 1.22e-05, 4.79e-06, 3.70e-05, 3.20e-12, 0.00e+00, 4.91e-09, 1.26e-08, 6.40e-09, 5.74e-09, 5.42e-08, 6.35e-08]    [1.55e-06, 3.16e-06, 1.57e-06, 1.54e-06, 2.90e-06, 1.44e-06, 3.20e-07, 5.13e-08, 1.69e-07, 2.37e-07, 4.79e-06, 1.22e-05, 4.79e-06, 3.70e-05, 3.20e-12, 0.00e+00, 4.91e-09, 1.26e-08, 6.40e-09, 5.74e-09, 5.42e-08, 6.35e-08]    []  
93900     [1.51e-06, 3.22e-06, 1.60e-06, 1.91e-06, 2.95e-06, 1.43e-06, 3.61e-07, 7.40e-06, 4.12e-05, 8.23e-09, 9.62e-06, 8.24e-06, 2.71e-05, 1.48e-05, 1.66e-08, 1.37e-08, 2.35e-09, 1.05e-08, 1.81e-07, 2.13e-06, 6.33e-07, 1.16e-05]    [1.51e-06, 3.22e-06, 1.60e-06, 1.91e-06, 2.95e-06, 1.43e-06, 3.61e-07, 7.40e-06, 4.12e-05, 8.23e-09, 9.62e-06, 8.24e-06, 2.71e-05, 1.48e-05, 1.66e-08, 1.37e-08, 2.35e-09, 1.05e-08, 1.81e-07, 2.13e-06, 6.33e-07, 1.16e-05]    []  
94000     [1.38e-06, 3.04e-06, 1.58e-06, 1.80e-06, 2.72e-06, 1.45e-06, 3.17e-07, 2.38e-09, 8.51e-08, 3.19e-07, 3.55e-06, 1.05e-05, 1.56e-05, 4.80e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.44e-10, 1.82e-09, 5.44e-09, 1.07e-07, 2.24e-08]    [1.38e-06, 3.04e-06, 1.58e-06, 1.80e-06, 2.72e-06, 1.45e-06, 3.17e-07, 2.38e-09, 8.51e-08, 3.19e-07, 3.55e-06, 1.05e-05, 1.56e-05, 4.80e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.44e-10, 1.82e-09, 5.44e-09, 1.07e-07, 2.24e-08]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 46.264127 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
94000     [1.38e-06, 3.04e-06, 1.58e-06, 1.80e-06, 2.72e-06, 1.45e-06, 3.17e-07, 2.38e-09, 8.51e-08, 3.19e-07, 3.55e-06, 1.05e-05, 1.56e-05, 4.80e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.44e-10, 1.82e-09, 5.44e-09, 1.07e-07, 2.24e-08]    [1.38e-06, 3.04e-06, 1.58e-06, 1.80e-06, 2.72e-06, 1.45e-06, 3.17e-07, 2.38e-09, 8.51e-08, 3.19e-07, 3.55e-06, 1.05e-05, 1.56e-05, 4.80e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.44e-10, 1.82e-09, 5.44e-09, 1.07e-07, 2.24e-08]    []  
94100     [2.19e-06, 3.19e-06, 1.64e-06, 2.39e-06, 2.81e-06, 1.45e-06, 3.10e-07, 1.19e-07, 2.73e-06, 1.49e-06, 5.17e-05, 5.85e-05, 2.13e-04, 2.98e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.70e-11, 0.00e+00, 8.59e-07, 4.81e-06]    [2.19e-06, 3.19e-06, 1.64e-06, 2.39e-06, 2.81e-06, 1.45e-06, 3.10e-07, 1.19e-07, 2.73e-06, 1.49e-06, 5.17e-05, 5.85e-05, 2.13e-04, 2.98e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.70e-11, 0.00e+00, 8.59e-07, 4.81e-06]    []  
94200     [4.50e-06, 3.07e-06, 1.70e-06, 1.86e-06, 2.52e-06, 1.51e-06, 3.57e-07, 1.40e-05, 4.28e-07, 2.22e-06, 3.37e-05, 5.09e-05, 1.45e-04, 3.49e-04, 3.17e-06, 3.44e-06, 2.33e-06, 2.17e-06, 1.59e-06, 1.57e-09, 8.86e-06, 4.38e-08]    [4.50e-06, 3.07e-06, 1.70e-06, 1.86e-06, 2.52e-06, 1.51e-06, 3.57e-07, 1.40e-05, 4.28e-07, 2.22e-06, 3.37e-05, 5.09e-05, 1.45e-04, 3.49e-04, 3.17e-06, 3.44e-06, 2.33e-06, 2.17e-06, 1.59e-06, 1.57e-09, 8.86e-06, 4.38e-08]    []  
94300     [1.72e-06, 3.02e-06, 1.61e-06, 2.09e-06, 2.54e-06, 1.38e-06, 2.54e-07, 1.32e-06, 7.87e-07, 3.48e-08, 5.89e-06, 5.08e-06, 5.34e-06, 2.41e-06, 3.86e-08, 5.27e-08, 4.10e-08, 3.49e-08, 0.00e+00, 0.00e+00, 3.29e-07, 3.76e-07]    [1.72e-06, 3.02e-06, 1.61e-06, 2.09e-06, 2.54e-06, 1.38e-06, 2.54e-07, 1.32e-06, 7.87e-07, 3.48e-08, 5.89e-06, 5.08e-06, 5.34e-06, 2.41e-06, 3.86e-08, 5.27e-08, 4.10e-08, 3.49e-08, 0.00e+00, 0.00e+00, 3.29e-07, 3.76e-07]    []  
94400     [1.24e-05, 3.69e-06, 1.99e-06, 2.34e-06, 2.86e-06, 1.78e-06, 6.49e-07, 2.02e-06, 1.35e-06, 1.19e-05, 1.02e-04, 2.31e-04, 5.23e-04, 1.64e-03, 2.12e-05, 1.90e-05, 1.05e-05, 8.63e-06, 9.21e-09, 1.10e-08, 2.47e-07, 6.95e-06]    [1.24e-05, 3.69e-06, 1.99e-06, 2.34e-06, 2.86e-06, 1.78e-06, 6.49e-07, 2.02e-06, 1.35e-06, 1.19e-05, 1.02e-04, 2.31e-04, 5.23e-04, 1.64e-03, 2.12e-05, 1.90e-05, 1.05e-05, 8.63e-06, 9.21e-09, 1.10e-08, 2.47e-07, 6.95e-06]    []  
94500     [1.63e-06, 3.05e-06, 1.71e-06, 2.16e-06, 2.40e-06, 1.43e-06, 2.87e-07, 6.23e-07, 1.24e-08, 6.30e-07, 8.13e-06, 1.68e-05, 4.18e-05, 9.13e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.70e-09, 1.35e-11, 7.80e-08, 2.32e-08]    [1.63e-06, 3.05e-06, 1.71e-06, 2.16e-06, 2.40e-06, 1.43e-06, 2.87e-07, 6.23e-07, 1.24e-08, 6.30e-07, 8.13e-06, 1.68e-05, 4.18e-05, 9.13e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.70e-09, 1.35e-11, 7.80e-08, 2.32e-08]    []  
94600     [1.39e-06, 2.97e-06, 1.61e-06, 2.30e-06, 2.25e-06, 1.55e-06, 2.69e-07, 1.59e-06, 7.84e-07, 5.41e-08, 5.08e-06, 5.72e-06, 3.05e-06, 6.70e-06, 1.28e-09, 8.41e-10, 4.48e-08, 3.71e-08, 4.36e-08, 3.95e-10, 3.75e-07, 6.08e-08]    [1.39e-06, 2.97e-06, 1.61e-06, 2.30e-06, 2.25e-06, 1.55e-06, 2.69e-07, 1.59e-06, 7.84e-07, 5.41e-08, 5.08e-06, 5.72e-06, 3.05e-06, 6.70e-06, 1.28e-09, 8.41e-10, 4.48e-08, 3.71e-08, 4.36e-08, 3.95e-10, 3.75e-07, 6.08e-08]    []  
94700     [1.53e-06, 3.03e-06, 1.63e-06, 2.20e-06, 2.27e-06, 1.50e-06, 2.97e-07, 2.42e-06, 1.01e-06, 6.61e-11, 1.47e-06, 1.49e-06, 1.47e-06, 1.34e-07, 6.88e-09, 2.84e-08, 4.41e-08, 9.18e-08, 2.33e-06, 0.00e+00, 1.16e-05, 8.41e-06]    [1.53e-06, 3.03e-06, 1.63e-06, 2.20e-06, 2.27e-06, 1.50e-06, 2.97e-07, 2.42e-06, 1.01e-06, 6.61e-11, 1.47e-06, 1.49e-06, 1.47e-06, 1.34e-07, 6.88e-09, 2.84e-08, 4.41e-08, 9.18e-08, 2.33e-06, 0.00e+00, 1.16e-05, 8.41e-06]    []  
94800     [1.44e-06, 2.99e-06, 1.57e-06, 2.32e-06, 2.08e-06, 1.43e-06, 3.71e-07, 2.79e-07, 7.23e-06, 1.88e-08, 2.16e-06, 2.33e-06, 1.46e-06, 1.70e-06, 4.55e-10, 1.43e-08, 5.58e-08, 5.40e-08, 0.00e+00, 9.62e-08, 4.90e-07, 2.17e-05]    [1.44e-06, 2.99e-06, 1.57e-06, 2.32e-06, 2.08e-06, 1.43e-06, 3.71e-07, 2.79e-07, 7.23e-06, 1.88e-08, 2.16e-06, 2.33e-06, 1.46e-06, 1.70e-06, 4.55e-10, 1.43e-08, 5.58e-08, 5.40e-08, 0.00e+00, 9.62e-08, 4.90e-07, 2.17e-05]    []  
94900     [3.19e-06, 3.17e-06, 1.69e-06, 2.90e-06, 2.21e-06, 1.80e-06, 4.34e-07, 2.88e-07, 4.09e-07, 3.05e-06, 3.97e-05, 8.72e-05, 2.09e-04, 5.17e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.99e-10, 4.72e-06, 2.56e-07]    [3.19e-06, 3.17e-06, 1.69e-06, 2.90e-06, 2.21e-06, 1.80e-06, 4.34e-07, 2.88e-07, 4.09e-07, 3.05e-06, 3.97e-05, 8.72e-05, 2.09e-04, 5.17e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.99e-10, 4.72e-06, 2.56e-07]    []  
95000     [1.95e-06, 2.92e-06, 1.59e-06, 3.50e-06, 1.38e-06, 1.50e-06, 2.98e-07, 1.03e-06, 2.63e-05, 7.11e-14, 5.25e-05, 4.72e-05, 1.11e-04, 2.09e-05, 1.81e-07, 1.41e-07, 0.00e+00, 3.67e-09, 0.00e+00, 3.37e-06, 8.95e-07, 1.89e-05]    [1.95e-06, 2.92e-06, 1.59e-06, 3.50e-06, 1.38e-06, 1.50e-06, 2.98e-07, 1.03e-06, 2.63e-05, 7.11e-14, 5.25e-05, 4.72e-05, 1.11e-04, 2.09e-05, 1.81e-07, 1.41e-07, 0.00e+00, 3.67e-09, 0.00e+00, 3.37e-06, 8.95e-07, 1.89e-05]    []  
95100     [3.87e-06, 3.20e-06, 1.55e-06, 2.67e-06, 1.66e-06, 1.48e-06, 3.74e-07, 5.34e-08, 2.18e-09, 2.10e-06, 4.41e-05, 4.58e-05, 1.69e-04, 3.04e-04, 2.26e-06, 2.29e-06, 2.22e-06, 1.88e-06, 1.45e-07, 3.50e-09, 6.53e-07, 2.07e-08]    [3.87e-06, 3.20e-06, 1.55e-06, 2.67e-06, 1.66e-06, 1.48e-06, 3.74e-07, 5.34e-08, 2.18e-09, 2.10e-06, 4.41e-05, 4.58e-05, 1.69e-04, 3.04e-04, 2.26e-06, 2.29e-06, 2.22e-06, 1.88e-06, 1.45e-07, 3.50e-09, 6.53e-07, 2.07e-08]    []  
95200     [1.54e-06, 3.09e-06, 1.52e-06, 2.35e-06, 1.96e-06, 1.47e-06, 3.39e-07, 4.00e-08, 9.91e-07, 8.80e-08, 3.40e-05, 3.11e-05, 4.27e-05, 2.62e-06, 2.92e-08, 3.36e-08, 2.46e-07, 4.58e-07, 1.36e-08, 0.00e+00, 7.45e-08, 4.63e-07]    [1.54e-06, 3.09e-06, 1.52e-06, 2.35e-06, 1.96e-06, 1.47e-06, 3.39e-07, 4.00e-08, 9.91e-07, 8.80e-08, 3.40e-05, 3.11e-05, 4.27e-05, 2.62e-06, 2.92e-08, 3.36e-08, 2.46e-07, 4.58e-07, 1.36e-08, 0.00e+00, 7.45e-08, 4.63e-07]    []  
95300     [1.81e-06, 3.13e-06, 1.61e-06, 2.62e-06, 2.07e-06, 1.46e-06, 3.06e-07, 2.72e-06, 1.18e-06, 1.45e-06, 9.11e-06, 2.90e-05, 5.10e-05, 1.63e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.26e-07, 0.00e+00, 1.36e-06, 1.33e-06]    [1.81e-06, 3.13e-06, 1.61e-06, 2.62e-06, 2.07e-06, 1.46e-06, 3.06e-07, 2.72e-06, 1.18e-06, 1.45e-06, 9.11e-06, 2.90e-05, 5.10e-05, 1.63e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.26e-07, 0.00e+00, 1.36e-06, 1.33e-06]    []  
95400     [1.90e-06, 3.16e-06, 1.67e-06, 2.65e-06, 2.40e-06, 1.41e-06, 2.70e-07, 4.53e-06, 6.36e-07, 1.10e-06, 5.80e-05, 4.80e-05, 1.79e-04, 1.78e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.13e-06, 8.16e-07]    [1.90e-06, 3.16e-06, 1.67e-06, 2.65e-06, 2.40e-06, 1.41e-06, 2.70e-07, 4.53e-06, 6.36e-07, 1.10e-06, 5.80e-05, 4.80e-05, 1.79e-04, 1.78e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.13e-06, 8.16e-07]    []  
95500     [1.45e-06, 3.14e-06, 1.67e-06, 1.98e-06, 3.04e-06, 1.40e-06, 2.90e-07, 7.13e-07, 1.96e-06, 7.16e-08, 4.27e-06, 5.31e-06, 1.12e-05, 2.27e-05, 1.62e-11, 0.00e+00, 4.77e-09, 7.24e-09, 6.21e-08, 0.00e+00, 4.48e-07, 3.13e-07]    [1.45e-06, 3.14e-06, 1.67e-06, 1.98e-06, 3.04e-06, 1.40e-06, 2.90e-07, 7.13e-07, 1.96e-06, 7.16e-08, 4.27e-06, 5.31e-06, 1.12e-05, 2.27e-05, 1.62e-11, 0.00e+00, 4.77e-09, 7.24e-09, 6.21e-08, 0.00e+00, 4.48e-07, 3.13e-07]    []  
95600     [1.58e-06, 3.07e-06, 1.63e-06, 1.98e-06, 2.52e-06, 1.31e-06, 2.84e-07, 2.67e-07, 2.30e-07, 5.32e-08, 2.73e-06, 2.33e-06, 5.58e-06, 2.75e-06, 5.11e-08, 7.65e-08, 1.63e-07, 1.43e-07, 1.89e-08, 0.00e+00, 5.88e-07, 4.13e-07]    [1.58e-06, 3.07e-06, 1.63e-06, 1.98e-06, 2.52e-06, 1.31e-06, 2.84e-07, 2.67e-07, 2.30e-07, 5.32e-08, 2.73e-06, 2.33e-06, 5.58e-06, 2.75e-06, 5.11e-08, 7.65e-08, 1.63e-07, 1.43e-07, 1.89e-08, 0.00e+00, 5.88e-07, 4.13e-07]    []  
95700     [1.75e-06, 3.12e-06, 1.68e-06, 2.00e-06, 2.63e-06, 1.38e-06, 3.76e-07, 5.78e-07, 3.94e-06, 2.27e-08, 5.97e-06, 3.51e-06, 1.12e-05, 6.14e-06, 5.79e-08, 6.62e-08, 2.55e-07, 2.46e-07, 5.19e-09, 6.78e-08, 1.77e-07, 7.44e-07]    [1.75e-06, 3.12e-06, 1.68e-06, 2.00e-06, 2.63e-06, 1.38e-06, 3.76e-07, 5.78e-07, 3.94e-06, 2.27e-08, 5.97e-06, 3.51e-06, 1.12e-05, 6.14e-06, 5.79e-08, 6.62e-08, 2.55e-07, 2.46e-07, 5.19e-09, 6.78e-08, 1.77e-07, 7.44e-07]    []  
95800     [1.49e-06, 3.16e-06, 1.61e-06, 2.05e-06, 2.47e-06, 1.26e-06, 3.18e-07, 1.73e-07, 5.62e-09, 2.55e-08, 1.08e-06, 1.25e-06, 2.07e-06, 1.76e-06, 2.36e-09, 5.32e-09, 1.46e-08, 1.79e-08, 1.98e-08, 1.03e-08, 8.02e-08, 4.75e-08]    [1.49e-06, 3.16e-06, 1.61e-06, 2.05e-06, 2.47e-06, 1.26e-06, 3.18e-07, 1.73e-07, 5.62e-09, 2.55e-08, 1.08e-06, 1.25e-06, 2.07e-06, 1.76e-06, 2.36e-09, 5.32e-09, 1.46e-08, 1.79e-08, 1.98e-08, 1.03e-08, 8.02e-08, 4.75e-08]    []  
95900     [2.72e-06, 3.07e-06, 1.64e-06, 1.96e-06, 2.49e-06, 1.51e-06, 3.31e-07, 7.66e-07, 8.40e-08, 6.10e-07, 1.68e-05, 1.53e-05, 5.55e-05, 8.57e-05, 5.34e-07, 6.51e-07, 9.94e-07, 8.46e-07, 0.00e+00, 1.59e-08, 1.06e-06, 6.28e-08]    [2.72e-06, 3.07e-06, 1.64e-06, 1.96e-06, 2.49e-06, 1.51e-06, 3.31e-07, 7.66e-07, 8.40e-08, 6.10e-07, 1.68e-05, 1.53e-05, 5.55e-05, 8.57e-05, 5.34e-07, 6.51e-07, 9.94e-07, 8.46e-07, 0.00e+00, 1.59e-08, 1.06e-06, 6.28e-08]    []  
96000     [2.56e-06, 2.84e-06, 1.56e-06, 2.06e-06, 1.84e-06, 1.48e-06, 3.92e-07, 2.80e-10, 4.07e-06, 1.99e-08, 2.54e-05, 1.65e-05, 4.66e-05, 7.93e-06, 1.78e-07, 3.08e-08, 8.00e-07, 3.09e-07, 3.56e-09, 6.17e-08, 3.67e-08, 4.70e-06]    [2.56e-06, 2.84e-06, 1.56e-06, 2.06e-06, 1.84e-06, 1.48e-06, 3.92e-07, 2.80e-10, 4.07e-06, 1.99e-08, 2.54e-05, 1.65e-05, 4.66e-05, 7.93e-06, 1.78e-07, 3.08e-08, 8.00e-07, 3.09e-07, 3.56e-09, 6.17e-08, 3.67e-08, 4.70e-06]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 45.834148 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
96000     [2.56e-06, 2.84e-06, 1.56e-06, 2.06e-06, 1.84e-06, 1.48e-06, 3.92e-07, 2.80e-10, 4.07e-06, 1.99e-08, 2.54e-05, 1.65e-05, 4.66e-05, 7.93e-06, 1.78e-07, 3.08e-08, 8.00e-07, 3.09e-07, 3.56e-09, 6.17e-08, 3.67e-08, 4.70e-06]    [2.56e-06, 2.84e-06, 1.56e-06, 2.06e-06, 1.84e-06, 1.48e-06, 3.92e-07, 2.80e-10, 4.07e-06, 1.99e-08, 2.54e-05, 1.65e-05, 4.66e-05, 7.93e-06, 1.78e-07, 3.08e-08, 8.00e-07, 3.09e-07, 3.56e-09, 6.17e-08, 3.67e-08, 4.70e-06]    []  
96100     [2.36e-06, 3.18e-06, 1.65e-06, 2.26e-06, 2.13e-06, 1.34e-06, 3.29e-07, 1.26e-06, 3.47e-06, 2.69e-07, 6.10e-05, 3.12e-05, 1.28e-04, 4.95e-05, 3.31e-07, 2.34e-07, 1.44e-06, 1.55e-06, 6.76e-08, 1.99e-07, 5.35e-07, 1.04e-06]    [2.36e-06, 3.18e-06, 1.65e-06, 2.26e-06, 2.13e-06, 1.34e-06, 3.29e-07, 1.26e-06, 3.47e-06, 2.69e-07, 6.10e-05, 3.12e-05, 1.28e-04, 4.95e-05, 3.31e-07, 2.34e-07, 1.44e-06, 1.55e-06, 6.76e-08, 1.99e-07, 5.35e-07, 1.04e-06]    []  
96200     [4.96e-06, 3.35e-06, 1.64e-06, 2.08e-06, 2.32e-06, 1.30e-06, 4.03e-07, 2.33e-06, 1.56e-05, 3.38e-06, 6.06e-05, 6.69e-05, 2.40e-04, 4.27e-04, 3.51e-06, 3.26e-06, 3.82e-06, 2.91e-06, 1.13e-07, 2.08e-06, 4.55e-07, 1.06e-05]    [4.96e-06, 3.35e-06, 1.64e-06, 2.08e-06, 2.32e-06, 1.30e-06, 4.03e-07, 2.33e-06, 1.56e-05, 3.38e-06, 6.06e-05, 6.69e-05, 2.40e-04, 4.27e-04, 3.51e-06, 3.26e-06, 3.82e-06, 2.91e-06, 1.13e-07, 2.08e-06, 4.55e-07, 1.06e-05]    []  
96300     [2.08e-06, 3.17e-06, 1.59e-06, 2.14e-06, 2.10e-06, 1.42e-06, 3.62e-07, 1.19e-04, 1.56e-05, 1.70e-08, 6.68e-05, 4.04e-05, 1.13e-04, 1.72e-05, 1.97e-07, 1.58e-07, 1.02e-06, 1.05e-06, 7.81e-06, 1.60e-06, 4.39e-05, 9.32e-06]    [2.08e-06, 3.17e-06, 1.59e-06, 2.14e-06, 2.10e-06, 1.42e-06, 3.62e-07, 1.19e-04, 1.56e-05, 1.70e-08, 6.68e-05, 4.04e-05, 1.13e-04, 1.72e-05, 1.97e-07, 1.58e-07, 1.02e-06, 1.05e-06, 7.81e-06, 1.60e-06, 4.39e-05, 9.32e-06]    []  
96400     [1.55e-06, 3.19e-06, 1.57e-06, 2.24e-06, 2.23e-06, 1.35e-06, 4.21e-07, 4.33e-07, 7.38e-07, 1.73e-08, 1.13e-05, 8.66e-06, 2.15e-05, 4.00e-06, 2.97e-08, 7.72e-08, 2.48e-07, 1.58e-07, 6.13e-07, 1.61e-08, 2.81e-06, 2.16e-06]    [1.55e-06, 3.19e-06, 1.57e-06, 2.24e-06, 2.23e-06, 1.35e-06, 4.21e-07, 4.33e-07, 7.38e-07, 1.73e-08, 1.13e-05, 8.66e-06, 2.15e-05, 4.00e-06, 2.97e-08, 7.72e-08, 2.48e-07, 1.58e-07, 6.13e-07, 1.61e-08, 2.81e-06, 2.16e-06]    []  
96500     [4.87e-06, 3.20e-06, 1.59e-06, 1.97e-06, 2.09e-06, 1.39e-06, 4.08e-07, 2.08e-06, 4.20e-09, 2.65e-06, 3.56e-05, 4.93e-05, 1.53e-04, 3.36e-04, 2.80e-06, 2.35e-06, 2.44e-06, 1.87e-06, 0.00e+00, 4.85e-10, 1.07e-06, 1.21e-08]    [4.87e-06, 3.20e-06, 1.59e-06, 1.97e-06, 2.09e-06, 1.39e-06, 4.08e-07, 2.08e-06, 4.20e-09, 2.65e-06, 3.56e-05, 4.93e-05, 1.53e-04, 3.36e-04, 2.80e-06, 2.35e-06, 2.44e-06, 1.87e-06, 0.00e+00, 4.85e-10, 1.07e-06, 1.21e-08]    []  
96600     [1.45e-06, 3.20e-06, 1.54e-06, 2.31e-06, 2.25e-06, 1.33e-06, 2.79e-07, 5.02e-09, 5.34e-06, 1.53e-08, 3.69e-06, 3.76e-06, 7.89e-06, 3.56e-06, 7.17e-11, 8.82e-09, 3.51e-09, 8.92e-09, 4.52e-11, 4.58e-07, 4.37e-07, 2.70e-06]    [1.45e-06, 3.20e-06, 1.54e-06, 2.31e-06, 2.25e-06, 1.33e-06, 2.79e-07, 5.02e-09, 5.34e-06, 1.53e-08, 3.69e-06, 3.76e-06, 7.89e-06, 3.56e-06, 7.17e-11, 8.82e-09, 3.51e-09, 8.92e-09, 4.52e-11, 4.58e-07, 4.37e-07, 2.70e-06]    []  
96700     [9.89e-06, 3.56e-06, 1.88e-06, 2.11e-06, 2.57e-06, 1.91e-06, 6.86e-07, 1.62e-05, 5.40e-06, 1.02e-05, 8.94e-05, 1.55e-04, 4.57e-04, 1.16e-03, 1.05e-05, 1.14e-05, 7.91e-06, 8.18e-06, 1.95e-07, 0.00e+00, 8.27e-05, 1.68e-05]    [9.89e-06, 3.56e-06, 1.88e-06, 2.11e-06, 2.57e-06, 1.91e-06, 6.86e-07, 1.62e-05, 5.40e-06, 1.02e-05, 8.94e-05, 1.55e-04, 4.57e-04, 1.16e-03, 1.05e-05, 1.14e-05, 7.91e-06, 8.18e-06, 1.95e-07, 0.00e+00, 8.27e-05, 1.68e-05]    []  
96800     [1.82e-06, 3.21e-06, 1.60e-06, 2.27e-06, 2.32e-06, 1.28e-06, 3.57e-07, 4.17e-06, 7.73e-08, 3.97e-07, 8.55e-06, 1.35e-05, 3.78e-05, 6.11e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.01e-08, 1.98e-07, 1.17e-08, 1.06e-06, 8.53e-08]    [1.82e-06, 3.21e-06, 1.60e-06, 2.27e-06, 2.32e-06, 1.28e-06, 3.57e-07, 4.17e-06, 7.73e-08, 3.97e-07, 8.55e-06, 1.35e-05, 3.78e-05, 6.11e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.01e-08, 1.98e-07, 1.17e-08, 1.06e-06, 8.53e-08]    []  
96900     [5.76e-06, 5.30e-06, 4.17e-06, 8.53e-06, 4.21e-06, 2.05e-06, 6.53e-07, 2.32e-06, 6.86e-07, 5.96e-07, 1.93e-04, 2.77e-04, 1.27e-03, 3.32e-03, 3.83e-05, 8.51e-06, 2.29e-06, 2.69e-05, 8.30e-10, 1.49e-10, 3.17e-06, 9.44e-07]    [5.76e-06, 5.30e-06, 4.17e-06, 8.53e-06, 4.21e-06, 2.05e-06, 6.53e-07, 2.32e-06, 6.86e-07, 5.96e-07, 1.93e-04, 2.77e-04, 1.27e-03, 3.32e-03, 3.83e-05, 8.51e-06, 2.29e-06, 2.69e-05, 8.30e-10, 1.49e-10, 3.17e-06, 9.44e-07]    []  
97000     [2.29e-06, 3.30e-06, 1.64e-06, 2.34e-06, 2.35e-06, 1.33e-06, 4.53e-07, 1.08e-08, 7.65e-09, 1.07e-08, 3.97e-06, 4.69e-06, 3.98e-06, 1.44e-06, 1.14e-08, 2.23e-08, 1.81e-07, 1.19e-07, 4.77e-09, 3.89e-08, 1.83e-07, 1.57e-07]    [2.29e-06, 3.30e-06, 1.64e-06, 2.34e-06, 2.35e-06, 1.33e-06, 4.53e-07, 1.08e-08, 7.65e-09, 1.07e-08, 3.97e-06, 4.69e-06, 3.98e-06, 1.44e-06, 1.14e-08, 2.23e-08, 1.81e-07, 1.19e-07, 4.77e-09, 3.89e-08, 1.83e-07, 1.57e-07]    []  
97100     [1.84e-06, 3.39e-06, 1.53e-06, 2.15e-06, 2.39e-06, 1.19e-06, 3.77e-07, 1.28e-08, 1.01e-09, 6.70e-11, 1.20e-06, 2.10e-06, 2.30e-06, 1.01e-07, 2.75e-08, 3.90e-08, 4.99e-08, 3.67e-08, 2.54e-10, 1.33e-08, 9.90e-08, 4.60e-08]    [1.84e-06, 3.39e-06, 1.53e-06, 2.15e-06, 2.39e-06, 1.19e-06, 3.77e-07, 1.28e-08, 1.01e-09, 6.70e-11, 1.20e-06, 2.10e-06, 2.30e-06, 1.01e-07, 2.75e-08, 3.90e-08, 4.99e-08, 3.67e-08, 2.54e-10, 1.33e-08, 9.90e-08, 4.60e-08]    []  
97200     [1.64e-06, 3.43e-06, 1.46e-06, 2.06e-06, 2.45e-06, 1.13e-06, 3.12e-07, 7.87e-10, 3.31e-09, 8.12e-10, 9.16e-07, 1.40e-06, 1.68e-06, 4.66e-08, 1.55e-08, 2.80e-08, 3.41e-08, 2.07e-08, 8.44e-10, 4.49e-09, 5.08e-09, 2.41e-08]    [1.64e-06, 3.43e-06, 1.46e-06, 2.06e-06, 2.45e-06, 1.13e-06, 3.12e-07, 7.87e-10, 3.31e-09, 8.12e-10, 9.16e-07, 1.40e-06, 1.68e-06, 4.66e-08, 1.55e-08, 2.80e-08, 3.41e-08, 2.07e-08, 8.44e-10, 4.49e-09, 5.08e-09, 2.41e-08]    []  
97300     [1.47e-06, 3.39e-06, 1.44e-06, 2.03e-06, 2.43e-06, 1.10e-06, 2.62e-07, 1.82e-08, 1.19e-09, 9.16e-11, 1.08e-06, 1.33e-06, 1.61e-06, 1.13e-07, 5.36e-09, 1.20e-08, 5.04e-09, 9.33e-09, 4.96e-10, 2.00e-09, 4.70e-08, 3.12e-08]    [1.47e-06, 3.39e-06, 1.44e-06, 2.03e-06, 2.43e-06, 1.10e-06, 2.62e-07, 1.82e-08, 1.19e-09, 9.16e-11, 1.08e-06, 1.33e-06, 1.61e-06, 1.13e-07, 5.36e-09, 1.20e-08, 5.04e-09, 9.33e-09, 4.96e-10, 2.00e-09, 4.70e-08, 3.12e-08]    []  
97400     [1.43e-06, 3.26e-06, 1.41e-06, 2.09e-06, 2.32e-06, 1.16e-06, 2.53e-07, 2.18e-07, 3.47e-05, 1.69e-10, 1.21e-06, 1.26e-06, 1.65e-06, 1.74e-07, 1.65e-08, 3.28e-08, 1.48e-08, 7.80e-08, 0.00e+00, 0.00e+00, 9.24e-07, 2.15e-05]    [1.43e-06, 3.26e-06, 1.41e-06, 2.09e-06, 2.32e-06, 1.16e-06, 2.53e-07, 2.18e-07, 3.47e-05, 1.69e-10, 1.21e-06, 1.26e-06, 1.65e-06, 1.74e-07, 1.65e-08, 3.28e-08, 1.48e-08, 7.80e-08, 0.00e+00, 0.00e+00, 9.24e-07, 2.15e-05]    []  
97500     [1.22e-06, 3.22e-06, 1.42e-06, 2.12e-06, 2.26e-06, 1.18e-06, 2.51e-07, 7.62e-09, 2.75e-08, 1.25e-08, 1.24e-06, 1.38e-06, 2.13e-06, 1.84e-06, 2.98e-11, 2.57e-10, 5.57e-09, 5.89e-09, 4.79e-10, 9.44e-10, 3.93e-08, 1.34e-08]    [1.22e-06, 3.22e-06, 1.42e-06, 2.12e-06, 2.26e-06, 1.18e-06, 2.51e-07, 7.62e-09, 2.75e-08, 1.25e-08, 1.24e-06, 1.38e-06, 2.13e-06, 1.84e-06, 2.98e-11, 2.57e-10, 5.57e-09, 5.89e-09, 4.79e-10, 9.44e-10, 3.93e-08, 1.34e-08]    []  
97600     [1.23e-06, 3.26e-06, 1.45e-06, 2.21e-06, 2.23e-06, 1.23e-06, 2.40e-07, 5.91e-10, 2.30e-06, 2.05e-07, 3.76e-06, 7.08e-06, 1.53e-05, 3.17e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.55e-08, 0.00e+00, 9.85e-08, 1.04e-06]    [1.23e-06, 3.26e-06, 1.45e-06, 2.21e-06, 2.23e-06, 1.23e-06, 2.40e-07, 5.91e-10, 2.30e-06, 2.05e-07, 3.76e-06, 7.08e-06, 1.53e-05, 3.17e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.55e-08, 0.00e+00, 9.85e-08, 1.04e-06]    []  
97700     [1.74e-06, 3.30e-06, 1.43e-06, 2.09e-06, 2.23e-06, 1.18e-06, 2.52e-07, 5.81e-06, 3.93e-07, 1.49e-07, 8.67e-06, 6.81e-06, 2.24e-05, 2.60e-05, 1.82e-07, 2.16e-07, 3.63e-07, 2.94e-07, 5.11e-07, 1.03e-08, 3.22e-06, 5.95e-08]    [1.74e-06, 3.30e-06, 1.43e-06, 2.09e-06, 2.23e-06, 1.18e-06, 2.52e-07, 5.81e-06, 3.93e-07, 1.49e-07, 8.67e-06, 6.81e-06, 2.24e-05, 2.60e-05, 1.82e-07, 2.16e-07, 3.63e-07, 2.94e-07, 5.11e-07, 1.03e-08, 3.22e-06, 5.95e-08]    []  
97800     [1.37e-06, 3.32e-06, 1.44e-06, 2.19e-06, 2.22e-06, 1.17e-06, 2.32e-07, 3.78e-08, 3.26e-07, 2.45e-09, 1.04e-06, 1.51e-06, 1.61e-06, 1.40e-07, 3.71e-09, 4.51e-09, 1.49e-08, 1.72e-08, 3.60e-11, 4.81e-08, 3.27e-07, 2.83e-07]    [1.37e-06, 3.32e-06, 1.44e-06, 2.19e-06, 2.22e-06, 1.17e-06, 2.32e-07, 3.78e-08, 3.26e-07, 2.45e-09, 1.04e-06, 1.51e-06, 1.61e-06, 1.40e-07, 3.71e-09, 4.51e-09, 1.49e-08, 1.72e-08, 3.60e-11, 4.81e-08, 3.27e-07, 2.83e-07]    []  
97900     [1.35e-06, 3.36e-06, 1.42e-06, 2.22e-06, 2.21e-06, 1.19e-06, 2.80e-07, 1.37e-06, 1.84e-06, 2.24e-08, 1.91e-06, 2.19e-06, 3.74e-06, 2.69e-06, 1.28e-09, 9.29e-10, 1.34e-08, 5.21e-09, 1.36e-08, 0.00e+00, 1.52e-07, 2.18e-05]    [1.35e-06, 3.36e-06, 1.42e-06, 2.22e-06, 2.21e-06, 1.19e-06, 2.80e-07, 1.37e-06, 1.84e-06, 2.24e-08, 1.91e-06, 2.19e-06, 3.74e-06, 2.69e-06, 1.28e-09, 9.29e-10, 1.34e-08, 5.21e-09, 1.36e-08, 0.00e+00, 1.52e-07, 2.18e-05]    []  
98000     [1.63e-06, 3.35e-06, 1.43e-06, 2.13e-06, 2.23e-06, 1.20e-06, 2.80e-07, 2.21e-06, 1.77e-06, 6.90e-08, 7.89e-06, 5.95e-06, 1.78e-05, 1.29e-05, 7.57e-08, 9.40e-08, 3.00e-07, 1.99e-07, 1.14e-07, 1.49e-09, 5.64e-07, 5.79e-07]    [1.63e-06, 3.35e-06, 1.43e-06, 2.13e-06, 2.23e-06, 1.20e-06, 2.80e-07, 2.21e-06, 1.77e-06, 6.90e-08, 7.89e-06, 5.95e-06, 1.78e-05, 1.29e-05, 7.57e-08, 9.40e-08, 3.00e-07, 1.99e-07, 1.14e-07, 1.49e-09, 5.64e-07, 5.79e-07]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 43.095520 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
98000     [1.63e-06, 3.35e-06, 1.43e-06, 2.13e-06, 2.23e-06, 1.20e-06, 2.80e-07, 2.21e-06, 1.77e-06, 6.90e-08, 7.89e-06, 5.95e-06, 1.78e-05, 1.29e-05, 7.57e-08, 9.40e-08, 3.00e-07, 1.99e-07, 1.14e-07, 1.49e-09, 5.64e-07, 5.79e-07]    [1.63e-06, 3.35e-06, 1.43e-06, 2.13e-06, 2.23e-06, 1.20e-06, 2.80e-07, 2.21e-06, 1.77e-06, 6.90e-08, 7.89e-06, 5.95e-06, 1.78e-05, 1.29e-05, 7.57e-08, 9.40e-08, 3.00e-07, 1.99e-07, 1.14e-07, 1.49e-09, 5.64e-07, 5.79e-07]    []  
98100     [4.60e-06, 3.10e-06, 1.58e-06, 2.06e-06, 2.07e-06, 1.69e-06, 5.31e-07, 1.89e-07, 6.20e-08, 1.92e-06, 1.35e-05, 5.82e-05, 2.08e-05, 1.84e-04, 3.99e-06, 2.68e-06, 9.17e-07, 7.40e-07, 6.72e-09, 0.00e+00, 6.27e-08, 6.83e-07]    [4.60e-06, 3.10e-06, 1.58e-06, 2.06e-06, 2.07e-06, 1.69e-06, 5.31e-07, 1.89e-07, 6.20e-08, 1.92e-06, 1.35e-05, 5.82e-05, 2.08e-05, 1.84e-04, 3.99e-06, 2.68e-06, 9.17e-07, 7.40e-07, 6.72e-09, 0.00e+00, 6.27e-08, 6.83e-07]    []  
98200     [5.64e-06, 3.30e-06, 1.50e-06, 2.03e-06, 2.37e-06, 1.45e-06, 5.07e-07, 9.41e-08, 1.22e-04, 4.98e-06, 3.22e-05, 8.81e-05, 1.47e-04, 5.67e-04, 6.82e-06, 6.59e-06, 2.10e-06, 2.70e-06, 1.11e-08, 1.16e-05, 2.68e-07, 6.21e-05]    [5.64e-06, 3.30e-06, 1.50e-06, 2.03e-06, 2.37e-06, 1.45e-06, 5.07e-07, 9.41e-08, 1.22e-04, 4.98e-06, 3.22e-05, 8.81e-05, 1.47e-04, 5.67e-04, 6.82e-06, 6.59e-06, 2.10e-06, 2.70e-06, 1.11e-08, 1.16e-05, 2.68e-07, 6.21e-05]    []  
98300     [1.95e-06, 3.35e-06, 1.52e-06, 2.05e-06, 2.26e-06, 1.36e-06, 3.00e-07, 1.57e-04, 3.97e-06, 4.43e-08, 2.80e-05, 1.53e-05, 4.85e-05, 1.84e-05, 8.84e-08, 7.54e-08, 5.71e-07, 4.63e-07, 1.43e-05, 3.04e-07, 7.99e-05, 1.83e-06]    [1.95e-06, 3.35e-06, 1.52e-06, 2.05e-06, 2.26e-06, 1.36e-06, 3.00e-07, 1.57e-04, 3.97e-06, 4.43e-08, 2.80e-05, 1.53e-05, 4.85e-05, 1.84e-05, 8.84e-08, 7.54e-08, 5.71e-07, 4.63e-07, 1.43e-05, 3.04e-07, 7.99e-05, 1.83e-06]    []  
98400     [1.33e-06, 3.30e-06, 1.42e-06, 2.16e-06, 2.30e-06, 1.28e-06, 2.71e-07, 1.40e-09, 1.13e-07, 1.25e-08, 1.43e-06, 2.09e-06, 3.75e-06, 1.56e-06, 2.00e-09, 3.49e-09, 1.66e-08, 8.82e-09, 7.65e-12, 7.81e-09, 7.50e-07, 1.12e-07]    [1.33e-06, 3.30e-06, 1.42e-06, 2.16e-06, 2.30e-06, 1.28e-06, 2.71e-07, 1.40e-09, 1.13e-07, 1.25e-08, 1.43e-06, 2.09e-06, 3.75e-06, 1.56e-06, 2.00e-09, 3.49e-09, 1.66e-08, 8.82e-09, 7.65e-12, 7.81e-09, 7.50e-07, 1.12e-07]    []  
98500     [5.29e-06, 3.40e-06, 1.71e-06, 2.50e-06, 2.60e-06, 1.75e-06, 4.66e-07, 7.42e-07, 3.19e-06, 5.66e-06, 5.22e-05, 1.58e-04, 2.98e-04, 8.19e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.30e-06, 0.00e+00, 1.34e-05, 4.85e-05]    [5.29e-06, 3.40e-06, 1.71e-06, 2.50e-06, 2.60e-06, 1.75e-06, 4.66e-07, 7.42e-07, 3.19e-06, 5.66e-06, 5.22e-05, 1.58e-04, 2.98e-04, 8.19e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.30e-06, 0.00e+00, 1.34e-05, 4.85e-05]    []  
98600     [7.36e-06, 3.94e-06, 2.05e-06, 3.12e-06, 2.82e-06, 2.11e-06, 7.22e-07, 1.13e-08, 1.03e-08, 1.09e-05, 6.73e-05, 2.93e-04, 3.59e-04, 1.58e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.14e-08, 4.03e-08, 4.22e-07, 1.60e-07]    [7.36e-06, 3.94e-06, 2.05e-06, 3.12e-06, 2.82e-06, 2.11e-06, 7.22e-07, 1.13e-08, 1.03e-08, 1.09e-05, 6.73e-05, 2.93e-04, 3.59e-04, 1.58e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.14e-08, 4.03e-08, 4.22e-07, 1.60e-07]    []  
98700     [2.09e-06, 2.53e-06, 1.34e-06, 1.83e-06, 1.72e-06, 1.74e-06, 4.19e-07, 6.73e-05, 2.64e-06, 1.63e-07, 6.36e-06, 1.45e-05, 8.91e-06, 2.42e-05, 4.29e-08, 1.12e-07, 3.87e-07, 1.72e-07, 0.00e+00, 0.00e+00, 7.36e-05, 2.21e-06]    [2.09e-06, 2.53e-06, 1.34e-06, 1.83e-06, 1.72e-06, 1.74e-06, 4.19e-07, 6.73e-05, 2.64e-06, 1.63e-07, 6.36e-06, 1.45e-05, 8.91e-06, 2.42e-05, 4.29e-08, 1.12e-07, 3.87e-07, 1.72e-07, 0.00e+00, 0.00e+00, 7.36e-05, 2.21e-06]    []  
98800     [2.55e-06, 3.22e-06, 1.62e-06, 2.21e-06, 2.11e-06, 1.57e-06, 3.46e-07, 5.21e-08, 5.43e-08, 1.65e-07, 1.20e-05, 1.58e-05, 1.75e-05, 1.33e-06, 1.24e-07, 4.21e-08, 2.63e-08, 1.17e-07, 2.79e-08, 2.13e-08, 1.13e-07, 6.08e-08]    [2.55e-06, 3.22e-06, 1.62e-06, 2.21e-06, 2.11e-06, 1.57e-06, 3.46e-07, 5.21e-08, 5.43e-08, 1.65e-07, 1.20e-05, 1.58e-05, 1.75e-05, 1.33e-06, 1.24e-07, 4.21e-08, 2.63e-08, 1.17e-07, 2.79e-08, 2.13e-08, 1.13e-07, 6.08e-08]    []  
98900     [2.54e-06, 3.26e-06, 1.76e-06, 2.56e-06, 1.97e-06, 1.82e-06, 4.10e-07, 7.22e-09, 1.36e-08, 7.30e-07, 7.25e-05, 5.02e-05, 5.76e-05, 7.75e-05, 0.00e+00, 1.81e-09, 8.49e-08, 4.89e-07, 2.95e-08, 7.57e-10, 1.90e-07, 9.87e-08]    [2.54e-06, 3.26e-06, 1.76e-06, 2.56e-06, 1.97e-06, 1.82e-06, 4.10e-07, 7.22e-09, 1.36e-08, 7.30e-07, 7.25e-05, 5.02e-05, 5.76e-05, 7.75e-05, 0.00e+00, 1.81e-09, 8.49e-08, 4.89e-07, 2.95e-08, 7.57e-10, 1.90e-07, 9.87e-08]    []  
99000     [1.52e-06, 3.36e-06, 1.43e-06, 2.15e-06, 2.25e-06, 1.26e-06, 2.83e-07, 4.57e-10, 1.21e-07, 2.36e-09, 7.85e-07, 1.33e-06, 1.97e-06, 3.17e-07, 1.11e-08, 3.48e-08, 3.67e-08, 2.59e-08, 5.90e-09, 1.52e-08, 1.02e-07, 1.13e-07]    [1.52e-06, 3.36e-06, 1.43e-06, 2.15e-06, 2.25e-06, 1.26e-06, 2.83e-07, 4.57e-10, 1.21e-07, 2.36e-09, 7.85e-07, 1.33e-06, 1.97e-06, 3.17e-07, 1.11e-08, 3.48e-08, 3.67e-08, 2.59e-08, 5.90e-09, 1.52e-08, 1.02e-07, 1.13e-07]    []  
99100     [2.68e-06, 3.23e-06, 1.50e-06, 1.97e-06, 2.24e-06, 1.36e-06, 4.29e-07, 3.33e-07, 2.09e-06, 1.04e-06, 1.82e-05, 2.17e-05, 6.32e-05, 1.32e-04, 8.48e-07, 9.67e-07, 8.97e-07, 8.67e-07, 3.87e-08, 1.97e-10, 1.77e-07, 1.40e-06]    [2.68e-06, 3.23e-06, 1.50e-06, 1.97e-06, 2.24e-06, 1.36e-06, 4.29e-07, 3.33e-07, 2.09e-06, 1.04e-06, 1.82e-05, 2.17e-05, 6.32e-05, 1.32e-04, 8.48e-07, 9.67e-07, 8.97e-07, 8.67e-07, 3.87e-08, 1.97e-10, 1.77e-07, 1.40e-06]    []  
99200     [1.22e-06, 3.32e-06, 1.45e-06, 2.14e-06, 2.17e-06, 1.26e-06, 3.55e-07, 8.43e-10, 1.02e-08, 4.86e-08, 3.32e-06, 4.17e-06, 2.96e-06, 2.42e-06, 1.60e-08, 1.13e-08, 3.68e-08, 4.72e-08, 8.06e-08, 3.01e-09, 3.81e-07, 8.18e-08]    [1.22e-06, 3.32e-06, 1.45e-06, 2.14e-06, 2.17e-06, 1.26e-06, 3.55e-07, 8.43e-10, 1.02e-08, 4.86e-08, 3.32e-06, 4.17e-06, 2.96e-06, 2.42e-06, 1.60e-08, 1.13e-08, 3.68e-08, 4.72e-08, 8.06e-08, 3.01e-09, 3.81e-07, 8.18e-08]    []  
99300     [1.96e-05, 4.48e-06, 2.78e-06, 4.29e-06, 3.39e-06, 2.77e-06, 6.95e-07, 1.69e-06, 8.03e-07, 1.22e-06, 4.96e-05, 2.06e-04, 2.48e-04, 7.97e-04, 1.69e-05, 2.11e-05, 1.92e-05, 6.63e-06, 2.71e-06, 3.41e-08, 1.43e-05, 1.18e-07]    [1.96e-05, 4.48e-06, 2.78e-06, 4.29e-06, 3.39e-06, 2.77e-06, 6.95e-07, 1.69e-06, 8.03e-07, 1.22e-06, 4.96e-05, 2.06e-04, 2.48e-04, 7.97e-04, 1.69e-05, 2.11e-05, 1.92e-05, 6.63e-06, 2.71e-06, 3.41e-08, 1.43e-05, 1.18e-07]    []  
99400     [2.13e-06, 3.26e-06, 1.66e-06, 3.14e-06, 1.95e-06, 1.86e-06, 3.28e-07, 5.32e-11, 4.21e-04, 5.21e-09, 5.19e-06, 3.25e-06, 5.67e-06, 2.98e-07, 6.40e-08, 9.57e-08, 1.05e-07, 4.04e-07, 9.45e-09, 0.00e+00, 8.94e-08, 6.01e-04]    [2.13e-06, 3.26e-06, 1.66e-06, 3.14e-06, 1.95e-06, 1.86e-06, 3.28e-07, 5.32e-11, 4.21e-04, 5.21e-09, 5.19e-06, 3.25e-06, 5.67e-06, 2.98e-07, 6.40e-08, 9.57e-08, 1.05e-07, 4.04e-07, 9.45e-09, 0.00e+00, 8.94e-08, 6.01e-04]    []  
99500     [1.74e-06, 3.11e-06, 1.70e-06, 2.92e-06, 1.79e-06, 1.74e-06, 4.13e-07, 3.79e-10, 1.02e-07, 1.26e-11, 3.59e-06, 2.32e-06, 3.14e-06, 3.89e-08, 2.40e-08, 2.99e-08, 1.22e-07, 1.06e-07, 3.15e-09, 3.36e-09, 6.53e-08, 1.90e-08]    [1.74e-06, 3.11e-06, 1.70e-06, 2.92e-06, 1.79e-06, 1.74e-06, 4.13e-07, 3.79e-10, 1.02e-07, 1.26e-11, 3.59e-06, 2.32e-06, 3.14e-06, 3.89e-08, 2.40e-08, 2.99e-08, 1.22e-07, 1.06e-07, 3.15e-09, 3.36e-09, 6.53e-08, 1.90e-08]    []  
99600     [1.65e-06, 3.14e-06, 1.68e-06, 2.88e-06, 1.76e-06, 1.61e-06, 3.82e-07, 1.60e-09, 3.06e-11, 3.35e-11, 2.68e-06, 2.00e-06, 2.71e-06, 3.48e-08, 1.44e-08, 2.09e-08, 1.12e-07, 1.36e-07, 4.73e-09, 6.85e-10, 5.60e-08, 8.79e-09]    [1.65e-06, 3.14e-06, 1.68e-06, 2.88e-06, 1.76e-06, 1.61e-06, 3.82e-07, 1.60e-09, 3.06e-11, 3.35e-11, 2.68e-06, 2.00e-06, 2.71e-06, 3.48e-08, 1.44e-08, 2.09e-08, 1.12e-07, 1.36e-07, 4.73e-09, 6.85e-10, 5.60e-08, 8.79e-09]    []  
99700     [2.84e-06, 3.09e-06, 1.66e-06, 2.79e-06, 1.96e-06, 1.70e-06, 3.56e-07, 5.56e-08, 1.90e-09, 3.41e-08, 9.95e-06, 2.07e-05, 3.59e-05, 9.84e-05, 0.00e+00, 0.00e+00, 4.13e-07, 3.38e-09, 7.69e-09, 4.18e-09, 8.48e-08, 2.95e-08]    [2.84e-06, 3.09e-06, 1.66e-06, 2.79e-06, 1.96e-06, 1.70e-06, 3.56e-07, 5.56e-08, 1.90e-09, 3.41e-08, 9.95e-06, 2.07e-05, 3.59e-05, 9.84e-05, 0.00e+00, 0.00e+00, 4.13e-07, 3.38e-09, 7.69e-09, 4.18e-09, 8.48e-08, 2.95e-08]    []  
99800     [1.56e-06, 3.33e-06, 1.65e-06, 2.73e-06, 2.01e-06, 1.36e-06, 2.78e-07, 4.04e-08, 7.31e-10, 1.05e-07, 6.92e-06, 5.42e-06, 1.76e-05, 1.51e-05, 0.00e+00, 1.80e-10, 6.22e-11, 1.57e-08, 7.51e-09, 2.17e-09, 1.80e-07, 2.10e-08]    [1.56e-06, 3.33e-06, 1.65e-06, 2.73e-06, 2.01e-06, 1.36e-06, 2.78e-07, 4.04e-08, 7.31e-10, 1.05e-07, 6.92e-06, 5.42e-06, 1.76e-05, 1.51e-05, 0.00e+00, 1.80e-10, 6.22e-11, 1.57e-08, 7.51e-09, 2.17e-09, 1.80e-07, 2.10e-08]    []  
99900     [5.00e-06, 3.90e-06, 1.83e-06, 3.31e-06, 2.24e-06, 1.53e-06, 3.46e-07, 1.01e-07, 3.18e-08, 6.35e-06, 4.79e-05, 1.37e-04, 2.51e-04, 7.48e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.11e-10, 1.32e-09, 3.86e-07, 2.43e-07]    [5.00e-06, 3.90e-06, 1.83e-06, 3.31e-06, 2.24e-06, 1.53e-06, 3.46e-07, 1.01e-07, 3.18e-08, 6.35e-06, 4.79e-05, 1.37e-04, 2.51e-04, 7.48e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.11e-10, 1.32e-09, 3.86e-07, 2.43e-07]    []  
100000    [1.55e-06, 3.48e-06, 1.60e-06, 2.64e-06, 2.03e-06, 1.23e-06, 2.21e-07, 5.63e-08, 1.18e-08, 7.86e-07, 3.21e-06, 1.02e-05, 1.62e-05, 4.61e-05, 0.00e+00, 0.00e+00, 7.23e-12, 0.00e+00, 6.27e-09, 1.80e-09, 4.55e-08, 4.10e-08]    [1.55e-06, 3.48e-06, 1.60e-06, 2.64e-06, 2.03e-06, 1.23e-06, 2.21e-07, 5.63e-08, 1.18e-08, 7.86e-07, 3.21e-06, 1.02e-05, 1.62e-05, 4.61e-05, 0.00e+00, 0.00e+00, 7.23e-12, 0.00e+00, 6.27e-09, 1.80e-09, 4.55e-08, 4.10e-08]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 45.413257 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
100000    [1.55e-06, 3.48e-06, 1.60e-06, 2.64e-06, 2.03e-06, 1.23e-06, 2.21e-07, 5.63e-08, 1.18e-08, 7.86e-07, 3.21e-06, 1.02e-05, 1.62e-05, 4.61e-05, 0.00e+00, 0.00e+00, 7.23e-12, 0.00e+00, 6.27e-09, 1.80e-09, 4.55e-08, 4.10e-08]    [1.55e-06, 3.48e-06, 1.60e-06, 2.64e-06, 2.03e-06, 1.23e-06, 2.21e-07, 5.63e-08, 1.18e-08, 7.86e-07, 3.21e-06, 1.02e-05, 1.62e-05, 4.61e-05, 0.00e+00, 0.00e+00, 7.23e-12, 0.00e+00, 6.27e-09, 1.80e-09, 4.55e-08, 4.10e-08]    []  
100100    [1.54e-06, 3.41e-06, 1.59e-06, 2.65e-06, 2.12e-06, 1.21e-06, 1.94e-07, 1.12e-06, 3.33e-06, 1.26e-07, 1.73e-05, 1.16e-05, 4.18e-05, 2.54e-05, 6.46e-11, 2.50e-12, 4.14e-12, 0.00e+00, 0.00e+00, 0.00e+00, 1.22e-06, 1.98e-06]    [1.54e-06, 3.41e-06, 1.59e-06, 2.65e-06, 2.12e-06, 1.21e-06, 1.94e-07, 1.12e-06, 3.33e-06, 1.26e-07, 1.73e-05, 1.16e-05, 4.18e-05, 2.54e-05, 6.46e-11, 2.50e-12, 4.14e-12, 0.00e+00, 0.00e+00, 0.00e+00, 1.22e-06, 1.98e-06]    []  
100200    [2.21e-05, 4.77e-06, 2.22e-06, 3.48e-06, 3.42e-06, 2.31e-06, 1.04e-06, 1.53e-07, 5.67e-05, 2.11e-05, 1.24e-04, 4.27e-04, 3.68e-04, 2.45e-03, 4.13e-05, 4.03e-05, 1.27e-05, 1.24e-05, 3.75e-10, 4.47e-06, 6.36e-07, 2.55e-05]    [2.21e-05, 4.77e-06, 2.22e-06, 3.48e-06, 3.42e-06, 2.31e-06, 1.04e-06, 1.53e-07, 5.67e-05, 2.11e-05, 1.24e-04, 4.27e-04, 3.68e-04, 2.45e-03, 4.13e-05, 4.03e-05, 1.27e-05, 1.24e-05, 3.75e-10, 4.47e-06, 6.36e-07, 2.55e-05]    []  
100300    [1.39e-06, 3.31e-06, 1.57e-06, 2.48e-06, 2.08e-06, 1.26e-06, 2.47e-07, 1.92e-07, 1.18e-08, 1.64e-07, 6.58e-06, 5.71e-06, 1.86e-05, 1.76e-05, 1.01e-10, 0.00e+00, 1.01e-10, 3.15e-11, 8.57e-09, 2.97e-09, 1.87e-07, 4.25e-08]    [1.39e-06, 3.31e-06, 1.57e-06, 2.48e-06, 2.08e-06, 1.26e-06, 2.47e-07, 1.92e-07, 1.18e-08, 1.64e-07, 6.58e-06, 5.71e-06, 1.86e-05, 1.76e-05, 1.01e-10, 0.00e+00, 1.01e-10, 3.15e-11, 8.57e-09, 2.97e-09, 1.87e-07, 4.25e-08]    []  
100400    [1.63e-06, 3.23e-06, 1.53e-06, 2.35e-06, 2.07e-06, 1.36e-06, 2.34e-07, 2.55e-07, 1.07e-05, 3.10e-08, 1.05e-06, 1.82e-06, 2.47e-06, 1.85e-06, 9.73e-09, 1.88e-08, 3.66e-08, 3.61e-08, 7.70e-09, 2.05e-07, 1.42e-07, 1.40e-06]    [1.63e-06, 3.23e-06, 1.53e-06, 2.35e-06, 2.07e-06, 1.36e-06, 2.34e-07, 2.55e-07, 1.07e-05, 3.10e-08, 1.05e-06, 1.82e-06, 2.47e-06, 1.85e-06, 9.73e-09, 1.88e-08, 3.66e-08, 3.61e-08, 7.70e-09, 2.05e-07, 1.42e-07, 1.40e-06]    []  
100500    [1.75e-06, 3.29e-06, 1.59e-06, 2.34e-06, 2.11e-06, 1.29e-06, 3.42e-07, 2.80e-08, 1.53e-06, 1.42e-07, 2.74e-06, 3.59e-06, 3.40e-06, 8.43e-06, 4.01e-08, 8.05e-08, 1.05e-07, 4.33e-08, 8.15e-09, 1.03e-06, 8.05e-08, 5.16e-06]    [1.75e-06, 3.29e-06, 1.59e-06, 2.34e-06, 2.11e-06, 1.29e-06, 3.42e-07, 2.80e-08, 1.53e-06, 1.42e-07, 2.74e-06, 3.59e-06, 3.40e-06, 8.43e-06, 4.01e-08, 8.05e-08, 1.05e-07, 4.33e-08, 8.15e-09, 1.03e-06, 8.05e-08, 5.16e-06]    []  
100600    [1.96e-06, 3.44e-06, 1.61e-06, 2.74e-06, 2.10e-06, 1.25e-06, 2.80e-07, 3.14e-08, 2.16e-10, 1.25e-06, 4.77e-05, 4.26e-05, 1.49e-04, 1.62e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.30e-10, 3.16e-09, 3.28e-07, 4.77e-08]    [1.96e-06, 3.44e-06, 1.61e-06, 2.74e-06, 2.10e-06, 1.25e-06, 2.80e-07, 3.14e-08, 2.16e-10, 1.25e-06, 4.77e-05, 4.26e-05, 1.49e-04, 1.62e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.30e-10, 3.16e-09, 3.28e-07, 4.77e-08]    []  
100700    [3.70e-04, 9.66e-05, 1.57e-04, 7.22e-05, 2.88e-04, 2.35e-05, 2.68e-05, 5.10e-04, 1.95e-05, 3.12e-05, 2.72e-02, 1.73e-02, 3.04e-02, 2.99e-02, 1.58e-04, 6.26e-03, 2.38e-04, 6.18e-05, 5.50e-05, 3.77e-07, 2.12e-04, 6.31e-03]    [3.70e-04, 9.66e-05, 1.57e-04, 7.22e-05, 2.88e-04, 2.35e-05, 2.68e-05, 5.10e-04, 1.95e-05, 3.12e-05, 2.72e-02, 1.73e-02, 3.04e-02, 2.99e-02, 1.58e-04, 6.26e-03, 2.38e-04, 6.18e-05, 5.50e-05, 3.77e-07, 2.12e-04, 6.31e-03]    []  
100800    [5.97e-05, 7.29e-06, 7.38e-06, 1.53e-05, 1.24e-05, 1.74e-06, 2.59e-06, 1.46e-06, 4.57e-07, 3.20e-07, 2.04e-04, 1.16e-03, 9.81e-04, 3.83e-05, 1.96e-06, 3.22e-06, 2.89e-06, 2.92e-06, 9.92e-08, 2.63e-07, 4.74e-07, 9.80e-07]    [5.97e-05, 7.29e-06, 7.38e-06, 1.53e-05, 1.24e-05, 1.74e-06, 2.59e-06, 1.46e-06, 4.57e-07, 3.20e-07, 2.04e-04, 1.16e-03, 9.81e-04, 3.83e-05, 1.96e-06, 3.22e-06, 2.89e-06, 2.92e-06, 9.92e-08, 2.63e-07, 4.74e-07, 9.80e-07]    []  
100900    [3.13e-05, 5.24e-06, 7.37e-06, 9.86e-06, 1.12e-05, 1.51e-06, 2.26e-06, 3.33e-08, 2.12e-07, 2.83e-10, 7.57e-05, 7.44e-04, 8.20e-04, 8.72e-06, 7.69e-07, 1.67e-06, 1.60e-06, 1.16e-06, 5.71e-08, 2.20e-07, 1.71e-07, 7.61e-07]    [3.13e-05, 5.24e-06, 7.37e-06, 9.86e-06, 1.12e-05, 1.51e-06, 2.26e-06, 3.33e-08, 2.12e-07, 2.83e-10, 7.57e-05, 7.44e-04, 8.20e-04, 8.72e-06, 7.69e-07, 1.67e-06, 1.60e-06, 1.16e-06, 5.71e-08, 2.20e-07, 1.71e-07, 7.61e-07]    []  
101000    [2.37e-05, 5.40e-06, 6.75e-06, 9.29e-06, 1.21e-05, 1.38e-06, 2.03e-06, 7.84e-09, 6.65e-08, 5.69e-08, 4.29e-05, 6.73e-04, 7.89e-04, 5.81e-06, 6.36e-07, 1.05e-06, 9.48e-07, 5.40e-07, 1.82e-08, 1.45e-07, 2.03e-07, 5.06e-07]    [2.37e-05, 5.40e-06, 6.75e-06, 9.29e-06, 1.21e-05, 1.38e-06, 2.03e-06, 7.84e-09, 6.65e-08, 5.69e-08, 4.29e-05, 6.73e-04, 7.89e-04, 5.81e-06, 6.36e-07, 1.05e-06, 9.48e-07, 5.40e-07, 1.82e-08, 1.45e-07, 2.03e-07, 5.06e-07]    []  
101100    [2.02e-05, 5.31e-06, 5.91e-06, 9.24e-06, 1.15e-05, 1.27e-06, 1.83e-06, 2.92e-08, 1.47e-09, 5.11e-09, 3.32e-05, 6.57e-04, 7.78e-04, 3.88e-06, 4.79e-07, 6.04e-07, 4.31e-07, 3.80e-07, 2.49e-08, 4.54e-08, 1.14e-07, 1.74e-07]    [2.02e-05, 5.31e-06, 5.91e-06, 9.24e-06, 1.15e-05, 1.27e-06, 1.83e-06, 2.92e-08, 1.47e-09, 5.11e-09, 3.32e-05, 6.57e-04, 7.78e-04, 3.88e-06, 4.79e-07, 6.04e-07, 4.31e-07, 3.80e-07, 2.49e-08, 4.54e-08, 1.14e-07, 1.74e-07]    []  
101200    [1.81e-05, 5.12e-06, 5.30e-06, 8.93e-06, 1.06e-05, 1.18e-06, 1.69e-06, 4.57e-10, 2.78e-09, 3.94e-10, 2.89e-05, 6.51e-04, 7.73e-04, 2.54e-06, 3.52e-07, 3.48e-07, 2.52e-07, 2.95e-07, 1.01e-08, 2.10e-08, 4.08e-08, 1.23e-07]    [1.81e-05, 5.12e-06, 5.30e-06, 8.93e-06, 1.06e-05, 1.18e-06, 1.69e-06, 4.57e-10, 2.78e-09, 3.94e-10, 2.89e-05, 6.51e-04, 7.73e-04, 2.54e-06, 3.52e-07, 3.48e-07, 2.52e-07, 2.95e-07, 1.01e-08, 2.10e-08, 4.08e-08, 1.23e-07]    []  
101300    [1.65e-05, 4.95e-06, 4.85e-06, 8.47e-06, 9.59e-06, 1.10e-06, 1.59e-06, 6.80e-09, 3.78e-09, 5.29e-10, 2.63e-05, 6.48e-04, 7.69e-04, 1.61e-06, 2.43e-07, 2.08e-07, 1.85e-07, 2.32e-07, 4.35e-09, 1.92e-08, 2.28e-08, 8.10e-08]    [1.65e-05, 4.95e-06, 4.85e-06, 8.47e-06, 9.59e-06, 1.10e-06, 1.59e-06, 6.80e-09, 3.78e-09, 5.29e-10, 2.63e-05, 6.48e-04, 7.69e-04, 1.61e-06, 2.43e-07, 2.08e-07, 1.85e-07, 2.32e-07, 4.35e-09, 1.92e-08, 2.28e-08, 8.10e-08]    []  
101400    [1.52e-05, 4.85e-06, 4.53e-06, 7.89e-06, 8.74e-06, 1.03e-06, 1.51e-06, 8.91e-10, 2.09e-08, 1.88e-10, 2.41e-05, 6.46e-04, 7.66e-04, 1.14e-06, 1.82e-07, 1.42e-07, 1.56e-07, 2.03e-07, 5.03e-09, 9.05e-09, 2.02e-08, 7.76e-08]    [1.52e-05, 4.85e-06, 4.53e-06, 7.89e-06, 8.74e-06, 1.03e-06, 1.51e-06, 8.91e-10, 2.09e-08, 1.88e-10, 2.41e-05, 6.46e-04, 7.66e-04, 1.14e-06, 1.82e-07, 1.42e-07, 1.56e-07, 2.03e-07, 5.03e-09, 9.05e-09, 2.02e-08, 7.76e-08]    []  
101500    [1.41e-05, 4.75e-06, 4.27e-06, 7.33e-06, 7.98e-06, 9.72e-07, 1.44e-06, 1.26e-10, 7.18e-10, 1.12e-10, 2.21e-05, 6.44e-04, 7.62e-04, 8.38e-07, 1.47e-07, 1.09e-07, 1.47e-07, 1.81e-07, 3.78e-09, 1.34e-08, 1.60e-08, 7.87e-08]    [1.41e-05, 4.75e-06, 4.27e-06, 7.33e-06, 7.98e-06, 9.72e-07, 1.44e-06, 1.26e-10, 7.18e-10, 1.12e-10, 2.21e-05, 6.44e-04, 7.62e-04, 8.38e-07, 1.47e-07, 1.09e-07, 1.47e-07, 1.81e-07, 3.78e-09, 1.34e-08, 1.60e-08, 7.87e-08]    []  
101600    [1.43e-05, 4.66e-06, 3.94e-06, 6.27e-06, 6.93e-06, 9.16e-07, 1.41e-06, 6.52e-08, 9.93e-08, 5.94e-07, 4.37e-05, 6.64e-04, 9.26e-04, 1.36e-04, 4.64e-07, 9.71e-07, 3.27e-06, 2.37e-06, 1.19e-08, 1.74e-08, 5.84e-08, 9.78e-08]    [1.43e-05, 4.66e-06, 3.94e-06, 6.27e-06, 6.93e-06, 9.16e-07, 1.41e-06, 6.52e-08, 9.93e-08, 5.94e-07, 4.37e-05, 6.64e-04, 9.26e-04, 1.36e-04, 4.64e-07, 9.71e-07, 3.27e-06, 2.37e-06, 1.19e-08, 1.74e-08, 5.84e-08, 9.78e-08]    []  
101700    [1.23e-05, 4.57e-06, 3.86e-06, 6.21e-06, 6.73e-06, 8.74e-07, 1.32e-06, 2.06e-08, 1.21e-07, 2.94e-10, 1.87e-05, 6.41e-04, 7.56e-04, 4.62e-07, 1.08e-07, 7.01e-08, 1.36e-07, 1.52e-07, 7.49e-10, 2.36e-09, 3.84e-08, 1.63e-07]    [1.23e-05, 4.57e-06, 3.86e-06, 6.21e-06, 6.73e-06, 8.74e-07, 1.32e-06, 2.06e-08, 1.21e-07, 2.94e-10, 1.87e-05, 6.41e-04, 7.56e-04, 4.62e-07, 1.08e-07, 7.01e-08, 1.36e-07, 1.52e-07, 7.49e-10, 2.36e-09, 3.84e-08, 1.63e-07]    []  
101800    [1.27e-05, 4.56e-06, 3.68e-06, 5.49e-06, 6.01e-06, 8.35e-07, 1.27e-06, 2.70e-09, 9.86e-09, 3.68e-07, 2.05e-05, 6.47e-04, 7.78e-04, 4.84e-05, 2.49e-07, 5.43e-07, 1.11e-06, 7.32e-07, 6.85e-09, 3.37e-08, 2.56e-08, 1.75e-07]    [1.27e-05, 4.56e-06, 3.68e-06, 5.49e-06, 6.01e-06, 8.35e-07, 1.27e-06, 2.70e-09, 9.86e-09, 3.68e-07, 2.05e-05, 6.47e-04, 7.78e-04, 4.84e-05, 2.49e-07, 5.43e-07, 1.11e-06, 7.32e-07, 6.85e-09, 3.37e-08, 2.56e-08, 1.75e-07]    []  
101900    [1.22e-05, 4.51e-06, 3.50e-06, 5.00e-06, 5.59e-06, 7.92e-07, 1.22e-06, 3.76e-08, 2.04e-08, 3.46e-07, 1.74e-05, 6.43e-04, 7.61e-04, 2.77e-05, 2.08e-07, 1.72e-07, 7.94e-07, 2.93e-07, 3.53e-09, 2.33e-08, 2.98e-08, 1.49e-07]    [1.22e-05, 4.51e-06, 3.50e-06, 5.00e-06, 5.59e-06, 7.92e-07, 1.22e-06, 3.76e-08, 2.04e-08, 3.46e-07, 1.74e-05, 6.43e-04, 7.61e-04, 2.77e-05, 2.08e-07, 1.72e-07, 7.94e-07, 2.93e-07, 3.53e-09, 2.33e-08, 2.98e-08, 1.49e-07]    []  
102000    [1.16e-05, 4.44e-06, 3.37e-06, 4.49e-06, 5.26e-06, 7.53e-07, 1.17e-06, 4.38e-08, 4.67e-10, 2.02e-07, 1.57e-05, 6.40e-04, 7.52e-04, 1.42e-05, 1.41e-07, 2.25e-07, 4.38e-07, 2.51e-07, 3.67e-09, 6.76e-09, 2.29e-08, 7.49e-08]    [1.16e-05, 4.44e-06, 3.37e-06, 4.49e-06, 5.26e-06, 7.53e-07, 1.17e-06, 4.38e-08, 4.67e-10, 2.02e-07, 1.57e-05, 6.40e-04, 7.52e-04, 1.42e-05, 1.41e-07, 2.25e-07, 4.38e-07, 2.51e-07, 3.67e-09, 6.76e-09, 2.29e-08, 7.49e-08]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 44.004002 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
102000    [1.16e-05, 4.44e-06, 3.37e-06, 4.49e-06, 5.26e-06, 7.53e-07, 1.17e-06, 4.38e-08, 4.67e-10, 2.02e-07, 1.57e-05, 6.40e-04, 7.52e-04, 1.42e-05, 1.41e-07, 2.25e-07, 4.38e-07, 2.51e-07, 3.67e-09, 6.76e-09, 2.29e-08, 7.49e-08]    [1.16e-05, 4.44e-06, 3.37e-06, 4.49e-06, 5.26e-06, 7.53e-07, 1.17e-06, 4.38e-08, 4.67e-10, 2.02e-07, 1.57e-05, 6.40e-04, 7.52e-04, 1.42e-05, 1.41e-07, 2.25e-07, 4.38e-07, 2.51e-07, 3.67e-09, 6.76e-09, 2.29e-08, 7.49e-08]    []  
102100    [1.13e-05, 4.40e-06, 3.26e-06, 4.09e-06, 4.79e-06, 7.07e-07, 1.13e-06, 3.65e-09, 4.93e-08, 7.55e-10, 1.50e-05, 6.38e-04, 7.47e-04, 9.04e-06, 1.32e-07, 1.07e-07, 3.09e-07, 2.11e-07, 2.63e-09, 1.03e-08, 1.16e-08, 8.98e-08]    [1.13e-05, 4.40e-06, 3.26e-06, 4.09e-06, 4.79e-06, 7.07e-07, 1.13e-06, 3.65e-09, 4.93e-08, 7.55e-10, 1.50e-05, 6.38e-04, 7.47e-04, 9.04e-06, 1.32e-07, 1.07e-07, 3.09e-07, 2.11e-07, 2.63e-09, 1.03e-08, 1.16e-08, 8.98e-08]    []  
102200    [1.42e-05, 4.59e-06, 3.94e-06, 5.97e-06, 6.16e-06, 6.52e-07, 1.15e-06, 3.86e-05, 2.61e-05, 2.52e-05, 5.96e-05, 9.10e-04, 1.37e-03, 1.80e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.25e-05, 4.18e-05]    [1.42e-05, 4.59e-06, 3.94e-06, 5.97e-06, 6.16e-06, 6.52e-07, 1.15e-06, 3.86e-05, 2.61e-05, 2.52e-05, 5.96e-05, 9.10e-04, 1.37e-03, 1.80e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.25e-05, 4.18e-05]    []  
102300    [9.54e-06, 4.14e-06, 3.01e-06, 3.83e-06, 4.35e-06, 6.19e-07, 1.05e-06, 5.75e-08, 6.90e-10, 2.50e-08, 1.32e-05, 6.34e-04, 7.40e-04, 9.47e-07, 7.10e-08, 6.29e-08, 1.67e-07, 1.31e-07, 8.48e-09, 3.85e-09, 3.99e-08, 5.92e-08]    [9.54e-06, 4.14e-06, 3.01e-06, 3.83e-06, 4.35e-06, 6.19e-07, 1.05e-06, 5.75e-08, 6.90e-10, 2.50e-08, 1.32e-05, 6.34e-04, 7.40e-04, 9.47e-07, 7.10e-08, 6.29e-08, 1.67e-07, 1.31e-07, 8.48e-09, 3.85e-09, 3.99e-08, 5.92e-08]    []  
102400    [9.81e-06, 4.13e-06, 2.93e-06, 3.37e-06, 4.05e-06, 5.50e-07, 9.70e-07, 1.61e-07, 9.15e-09, 6.57e-08, 1.26e-05, 6.33e-04, 7.38e-04, 1.47e-06, 7.67e-08, 5.85e-08, 2.20e-07, 1.36e-07, 1.81e-08, 2.26e-09, 9.16e-08, 6.08e-08]    [9.81e-06, 4.13e-06, 2.93e-06, 3.37e-06, 4.05e-06, 5.50e-07, 9.70e-07, 1.61e-07, 9.15e-09, 6.57e-08, 1.26e-05, 6.33e-04, 7.38e-04, 1.47e-06, 7.67e-08, 5.85e-08, 2.20e-07, 1.36e-07, 1.81e-08, 2.26e-09, 9.16e-08, 6.08e-08]    []  
102500    [2.06e-05, 4.52e-06, 3.18e-06, 4.99e-06, 3.38e-06, 5.72e-07, 1.18e-06, 2.29e-05, 5.84e-05, 2.07e-05, 6.05e-05, 8.78e-04, 9.28e-04, 1.30e-03, 1.33e-05, 5.97e-06, 1.01e-05, 8.81e-06, 4.19e-06, 1.25e-05, 2.02e-05, 5.93e-05]    [2.06e-05, 4.52e-06, 3.18e-06, 4.99e-06, 3.38e-06, 5.72e-07, 1.18e-06, 2.29e-05, 5.84e-05, 2.07e-05, 6.05e-05, 8.78e-04, 9.28e-04, 1.30e-03, 1.33e-05, 5.97e-06, 1.01e-05, 8.81e-06, 4.19e-06, 1.25e-05, 2.02e-05, 5.93e-05]    []  
102600    [8.67e-06, 3.96e-06, 2.76e-06, 3.16e-06, 3.70e-06, 4.59e-07, 8.67e-07, 6.01e-09, 2.74e-07, 3.11e-09, 1.18e-05, 6.31e-04, 7.33e-04, 3.49e-07, 5.19e-08, 4.22e-08, 1.23e-07, 1.08e-07, 2.87e-09, 0.00e+00, 1.57e-08, 3.20e-07]    [8.67e-06, 3.96e-06, 2.76e-06, 3.16e-06, 3.70e-06, 4.59e-07, 8.67e-07, 6.01e-09, 2.74e-07, 3.11e-09, 1.18e-05, 6.31e-04, 7.33e-04, 3.49e-07, 5.19e-08, 4.22e-08, 1.23e-07, 1.08e-07, 2.87e-09, 0.00e+00, 1.57e-08, 3.20e-07]    []  
102700    [7.87e-06, 3.82e-06, 2.65e-06, 3.13e-06, 3.58e-06, 4.67e-07, 8.77e-07, 8.88e-09, 3.09e-09, 7.44e-10, 1.13e-05, 6.29e-04, 7.30e-04, 1.62e-07, 4.67e-08, 3.99e-08, 1.47e-07, 1.11e-07, 2.77e-09, 5.71e-09, 1.49e-08, 7.07e-08]    [7.87e-06, 3.82e-06, 2.65e-06, 3.13e-06, 3.58e-06, 4.67e-07, 8.77e-07, 8.88e-09, 3.09e-09, 7.44e-10, 1.13e-05, 6.29e-04, 7.30e-04, 1.62e-07, 4.67e-08, 3.99e-08, 1.47e-07, 1.11e-07, 2.77e-09, 5.71e-09, 1.49e-08, 7.07e-08]    []  
102800    [8.76e-06, 3.85e-06, 2.65e-06, 2.43e-06, 3.34e-06, 4.19e-07, 7.71e-07, 6.46e-07, 7.55e-08, 8.60e-09, 1.18e-05, 6.29e-04, 7.31e-04, 7.11e-07, 3.68e-08, 3.22e-08, 1.00e-07, 9.08e-08, 2.45e-08, 6.77e-09, 7.01e-08, 5.56e-08]    [8.76e-06, 3.85e-06, 2.65e-06, 2.43e-06, 3.34e-06, 4.19e-07, 7.71e-07, 6.46e-07, 7.55e-08, 8.60e-09, 1.18e-05, 6.29e-04, 7.31e-04, 7.11e-07, 3.68e-08, 3.22e-08, 1.00e-07, 9.08e-08, 2.45e-08, 6.77e-09, 7.01e-08, 5.56e-08]    []  
102900    [7.38e-06, 3.71e-06, 2.54e-06, 2.79e-06, 3.43e-06, 4.28e-07, 7.78e-07, 1.81e-08, 1.28e-08, 2.43e-11, 1.11e-05, 6.28e-04, 7.27e-04, 1.55e-07, 3.22e-08, 2.85e-08, 1.12e-07, 9.23e-08, 5.09e-10, 1.42e-09, 4.80e-08, 4.11e-08]    [7.38e-06, 3.71e-06, 2.54e-06, 2.79e-06, 3.43e-06, 4.28e-07, 7.78e-07, 1.81e-08, 1.28e-08, 2.43e-11, 1.11e-05, 6.28e-04, 7.27e-04, 1.55e-07, 3.22e-08, 2.85e-08, 1.12e-07, 9.23e-08, 5.09e-10, 1.42e-09, 4.80e-08, 4.11e-08]    []  
103000    [6.98e-06, 3.60e-06, 2.44e-06, 2.68e-06, 3.30e-06, 4.47e-07, 7.99e-07, 7.71e-09, 3.19e-08, 2.47e-12, 1.08e-05, 6.27e-04, 7.25e-04, 1.37e-07, 2.98e-08, 2.38e-08, 1.29e-07, 9.70e-08, 8.91e-10, 1.88e-10, 9.77e-09, 4.50e-08]    [6.98e-06, 3.60e-06, 2.44e-06, 2.68e-06, 3.30e-06, 4.47e-07, 7.99e-07, 7.71e-09, 3.19e-08, 2.47e-12, 1.08e-05, 6.27e-04, 7.25e-04, 1.37e-07, 2.98e-08, 2.38e-08, 1.29e-07, 9.70e-08, 8.91e-10, 1.88e-10, 9.77e-09, 4.50e-08]    []  
103100    [8.29e-06, 3.60e-06, 2.43e-06, 2.11e-06, 2.91e-06, 4.22e-07, 7.42e-07, 4.42e-05, 1.93e-06, 4.57e-09, 1.09e-05, 6.28e-04, 7.23e-04, 4.43e-06, 6.42e-08, 8.06e-08, 2.69e-07, 1.79e-07, 0.00e+00, 3.40e-07, 3.13e-05, 1.87e-06]    [8.29e-06, 3.60e-06, 2.43e-06, 2.11e-06, 2.91e-06, 4.22e-07, 7.42e-07, 4.42e-05, 1.93e-06, 4.57e-09, 1.09e-05, 6.28e-04, 7.23e-04, 4.43e-06, 6.42e-08, 8.06e-08, 2.69e-07, 1.79e-07, 0.00e+00, 3.40e-07, 3.13e-05, 1.87e-06]    []  
103200    [6.54e-06, 3.49e-06, 2.31e-06, 2.46e-06, 3.12e-06, 4.21e-07, 7.63e-07, 2.16e-07, 5.87e-09, 5.22e-11, 1.05e-05, 6.25e-04, 7.21e-04, 2.47e-07, 2.49e-08, 1.65e-08, 1.20e-07, 9.08e-08, 5.04e-09, 6.62e-09, 5.16e-08, 6.47e-08]    [6.54e-06, 3.49e-06, 2.31e-06, 2.46e-06, 3.12e-06, 4.21e-07, 7.63e-07, 2.16e-07, 5.87e-09, 5.22e-11, 1.05e-05, 6.25e-04, 7.21e-04, 2.47e-07, 2.49e-08, 1.65e-08, 1.20e-07, 9.08e-08, 5.04e-09, 6.62e-09, 5.16e-08, 6.47e-08]    []  
103300    [7.60e-06, 3.48e-06, 2.28e-06, 1.94e-06, 2.82e-06, 4.31e-07, 7.39e-07, 1.31e-06, 1.21e-05, 3.33e-08, 1.06e-05, 6.25e-04, 7.21e-04, 7.11e-06, 6.32e-08, 1.18e-07, 3.89e-07, 3.33e-07, 2.87e-07, 0.00e+00, 1.60e-06, 4.64e-06]    [7.60e-06, 3.48e-06, 2.28e-06, 1.94e-06, 2.82e-06, 4.31e-07, 7.39e-07, 1.31e-06, 1.21e-05, 3.33e-08, 1.06e-05, 6.25e-04, 7.21e-04, 7.11e-06, 6.32e-08, 1.18e-07, 3.89e-07, 3.33e-07, 2.87e-07, 0.00e+00, 1.60e-06, 4.64e-06]    []  
103400    [5.91e-06, 3.33e-06, 2.19e-06, 2.27e-06, 2.97e-06, 4.50e-07, 7.54e-07, 3.22e-08, 3.02e-07, 2.37e-08, 1.04e-05, 6.23e-04, 7.16e-04, 1.99e-06, 1.53e-08, 4.66e-09, 8.89e-08, 6.51e-08, 3.54e-10, 4.50e-08, 3.59e-08, 2.71e-07]    [5.91e-06, 3.33e-06, 2.19e-06, 2.27e-06, 2.97e-06, 4.50e-07, 7.54e-07, 3.22e-08, 3.02e-07, 2.37e-08, 1.04e-05, 6.23e-04, 7.16e-04, 1.99e-06, 1.53e-08, 4.66e-09, 8.89e-08, 6.51e-08, 3.54e-10, 4.50e-08, 3.59e-08, 2.71e-07]    []  
103500    [6.14e-06, 3.29e-06, 2.11e-06, 1.96e-06, 2.80e-06, 4.31e-07, 7.45e-07, 1.46e-06, 3.90e-08, 5.42e-09, 1.07e-05, 6.22e-04, 7.15e-04, 2.19e-06, 1.18e-08, 1.13e-09, 3.71e-08, 5.37e-08, 0.00e+00, 4.37e-11, 8.83e-07, 5.23e-06]    [6.14e-06, 3.29e-06, 2.11e-06, 1.96e-06, 2.80e-06, 4.31e-07, 7.45e-07, 1.46e-06, 3.90e-08, 5.42e-09, 1.07e-05, 6.22e-04, 7.15e-04, 2.19e-06, 1.18e-08, 1.13e-09, 3.71e-08, 5.37e-08, 0.00e+00, 4.37e-11, 8.83e-07, 5.23e-06]    []  
103600    [3.45e-05, 3.99e-06, 2.90e-06, 3.94e-06, 4.56e-06, 5.91e-07, 1.08e-06, 9.59e-05, 6.95e-05, 6.79e-05, 1.80e-04, 1.39e-03, 1.75e-03, 4.82e-03, 3.16e-05, 3.29e-05, 3.65e-05, 3.40e-05, 9.90e-06, 8.80e-06, 4.95e-05, 4.49e-05]    [3.45e-05, 3.99e-06, 2.90e-06, 3.94e-06, 4.56e-06, 5.91e-07, 1.08e-06, 9.59e-05, 6.95e-05, 6.79e-05, 1.80e-04, 1.39e-03, 1.75e-03, 4.82e-03, 3.16e-05, 3.29e-05, 3.65e-05, 3.40e-05, 9.90e-06, 8.80e-06, 4.95e-05, 4.49e-05]    []  
103700    [5.69e-06, 3.16e-06, 2.02e-06, 1.95e-06, 2.74e-06, 4.54e-07, 7.49e-07, 1.56e-08, 1.89e-09, 4.84e-09, 1.04e-05, 6.20e-04, 7.09e-04, 4.77e-07, 2.70e-08, 3.01e-08, 1.81e-07, 1.49e-07, 5.87e-10, 2.22e-09, 1.30e-08, 3.28e-08]    [5.69e-06, 3.16e-06, 2.02e-06, 1.95e-06, 2.74e-06, 4.54e-07, 7.49e-07, 1.56e-08, 1.89e-09, 4.84e-09, 1.04e-05, 6.20e-04, 7.09e-04, 4.77e-07, 2.70e-08, 3.01e-08, 1.81e-07, 1.49e-07, 5.87e-10, 2.22e-09, 1.30e-08, 3.28e-08]    []  
103800    [6.12e-06, 3.12e-06, 1.99e-06, 1.66e-06, 2.49e-06, 4.56e-07, 7.50e-07, 3.28e-07, 5.90e-10, 1.01e-07, 1.09e-05, 6.19e-04, 7.07e-04, 9.12e-07, 2.16e-08, 5.53e-09, 1.18e-07, 7.36e-08, 5.47e-08, 2.79e-09, 3.35e-07, 2.99e-08]    [6.12e-06, 3.12e-06, 1.99e-06, 1.66e-06, 2.49e-06, 4.56e-07, 7.50e-07, 3.28e-07, 5.90e-10, 1.01e-07, 1.09e-05, 6.19e-04, 7.07e-04, 9.12e-07, 2.16e-08, 5.53e-09, 1.18e-07, 7.36e-08, 5.47e-08, 2.79e-09, 3.35e-07, 2.99e-08]    []  
103900    [9.99e-06, 3.46e-06, 2.20e-06, 2.84e-06, 3.66e-06, 5.46e-07, 9.11e-07, 5.40e-05, 8.39e-05, 2.38e-05, 7.34e-05, 8.71e-04, 1.38e-03, 1.73e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.69e-05, 8.84e-05]    [9.99e-06, 3.46e-06, 2.20e-06, 2.84e-06, 3.66e-06, 5.46e-07, 9.11e-07, 5.40e-05, 8.39e-05, 2.38e-05, 7.34e-05, 8.71e-04, 1.38e-03, 1.73e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.69e-05, 8.84e-05]    []  
104000    [4.89e-06, 2.98e-06, 1.90e-06, 1.87e-06, 2.64e-06, 4.81e-07, 7.52e-07, 3.80e-08, 6.17e-08, 4.89e-08, 1.04e-05, 6.16e-04, 7.04e-04, 4.63e-06, 9.14e-09, 9.33e-10, 5.63e-08, 4.58e-08, 1.46e-10, 2.34e-10, 1.85e-08, 2.59e-08]    [4.89e-06, 2.98e-06, 1.90e-06, 1.87e-06, 2.64e-06, 4.81e-07, 7.52e-07, 3.80e-08, 6.17e-08, 4.89e-08, 1.04e-05, 6.16e-04, 7.04e-04, 4.63e-06, 9.14e-09, 9.33e-10, 5.63e-08, 4.58e-08, 1.46e-10, 2.34e-10, 1.85e-08, 2.59e-08]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 46.381867 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
104000    [4.89e-06, 2.98e-06, 1.90e-06, 1.87e-06, 2.64e-06, 4.81e-07, 7.52e-07, 3.80e-08, 6.17e-08, 4.89e-08, 1.04e-05, 6.16e-04, 7.04e-04, 4.63e-06, 9.14e-09, 9.33e-10, 5.63e-08, 4.58e-08, 1.46e-10, 2.34e-10, 1.85e-08, 2.59e-08]    [4.89e-06, 2.98e-06, 1.90e-06, 1.87e-06, 2.64e-06, 4.81e-07, 7.52e-07, 3.80e-08, 6.17e-08, 4.89e-08, 1.04e-05, 6.16e-04, 7.04e-04, 4.63e-06, 9.14e-09, 9.33e-10, 5.63e-08, 4.58e-08, 1.46e-10, 2.34e-10, 1.85e-08, 2.59e-08]    []  
104100    [5.47e-06, 2.92e-06, 1.87e-06, 1.67e-06, 2.48e-06, 4.81e-07, 7.30e-07, 3.63e-09, 5.95e-09, 5.23e-08, 1.06e-05, 6.16e-04, 7.01e-04, 4.82e-06, 4.52e-08, 6.37e-08, 2.88e-07, 2.53e-07, 8.50e-09, 2.82e-09, 4.62e-08, 3.39e-08]    [5.47e-06, 2.92e-06, 1.87e-06, 1.67e-06, 2.48e-06, 4.81e-07, 7.30e-07, 3.63e-09, 5.95e-09, 5.23e-08, 1.06e-05, 6.16e-04, 7.01e-04, 4.82e-06, 4.52e-08, 6.37e-08, 2.88e-07, 2.53e-07, 8.50e-09, 2.82e-09, 4.62e-08, 3.39e-08]    []  
104200    [5.60e-06, 2.86e-06, 1.85e-06, 1.41e-06, 2.20e-06, 5.04e-07, 7.69e-07, 8.01e-06, 6.67e-08, 7.67e-08, 1.13e-05, 6.15e-04, 7.05e-04, 1.59e-05, 1.40e-08, 8.05e-10, 6.52e-09, 2.32e-08, 0.00e+00, 1.04e-10, 4.67e-06, 1.42e-07]    [5.60e-06, 2.86e-06, 1.85e-06, 1.41e-06, 2.20e-06, 5.04e-07, 7.69e-07, 8.01e-06, 6.67e-08, 7.67e-08, 1.13e-05, 6.15e-04, 7.05e-04, 1.59e-05, 1.40e-08, 8.05e-10, 6.52e-09, 2.32e-08, 0.00e+00, 1.04e-10, 4.67e-06, 1.42e-07]    []  
104300    [1.21e-05, 2.97e-06, 2.01e-06, 1.67e-06, 2.52e-06, 5.09e-07, 7.24e-07, 1.86e-06, 9.63e-06, 1.00e-05, 4.48e-05, 7.28e-04, 1.01e-03, 8.82e-04, 5.51e-06, 5.84e-06, 8.98e-06, 8.28e-06, 1.36e-07, 1.10e-06, 7.73e-07, 6.20e-06]    [1.21e-05, 2.97e-06, 2.01e-06, 1.67e-06, 2.52e-06, 5.09e-07, 7.24e-07, 1.86e-06, 9.63e-06, 1.00e-05, 4.48e-05, 7.28e-04, 1.01e-03, 8.82e-04, 5.51e-06, 5.84e-06, 8.98e-06, 8.28e-06, 1.36e-07, 1.10e-06, 7.73e-07, 6.20e-06]    []  
104400    [4.72e-06, 2.74e-06, 1.76e-06, 1.64e-06, 2.40e-06, 5.29e-07, 7.49e-07, 1.83e-08, 4.22e-08, 7.55e-10, 1.04e-05, 6.12e-04, 6.93e-04, 3.06e-07, 2.96e-08, 3.39e-08, 1.87e-07, 1.64e-07, 2.03e-10, 1.75e-12, 1.73e-08, 1.14e-07]    [4.72e-06, 2.74e-06, 1.76e-06, 1.64e-06, 2.40e-06, 5.29e-07, 7.49e-07, 1.83e-08, 4.22e-08, 7.55e-10, 1.04e-05, 6.12e-04, 6.93e-04, 3.06e-07, 2.96e-08, 3.39e-08, 1.87e-07, 1.64e-07, 2.03e-10, 1.75e-12, 1.73e-08, 1.14e-07]    []  
104500    [5.01e-06, 2.64e-06, 1.72e-06, 1.44e-06, 2.18e-06, 5.57e-07, 7.75e-07, 7.20e-06, 1.19e-06, 4.31e-07, 1.35e-05, 6.13e-04, 7.17e-04, 3.26e-05, 9.52e-10, 0.00e+00, 0.00e+00, 9.91e-09, 0.00e+00, 0.00e+00, 4.39e-06, 7.66e-07]    [5.01e-06, 2.64e-06, 1.72e-06, 1.44e-06, 2.18e-06, 5.57e-07, 7.75e-07, 7.20e-06, 1.19e-06, 4.31e-07, 1.35e-05, 6.13e-04, 7.17e-04, 3.26e-05, 9.52e-10, 0.00e+00, 0.00e+00, 9.91e-09, 0.00e+00, 0.00e+00, 4.39e-06, 7.66e-07]    []  
104600    [1.05e-05, 2.94e-06, 1.99e-06, 1.36e-06, 2.07e-06, 5.42e-07, 7.33e-07, 2.84e-05, 2.69e-05, 3.22e-06, 3.49e-05, 6.80e-04, 7.73e-04, 4.55e-04, 3.02e-06, 3.19e-06, 4.04e-06, 5.07e-06, 2.02e-06, 1.75e-06, 1.12e-05, 9.74e-06]    [1.05e-05, 2.94e-06, 1.99e-06, 1.36e-06, 2.07e-06, 5.42e-07, 7.33e-07, 2.84e-05, 2.69e-05, 3.22e-06, 3.49e-05, 6.80e-04, 7.73e-04, 4.55e-04, 3.02e-06, 3.19e-06, 4.04e-06, 5.07e-06, 2.02e-06, 1.75e-06, 1.12e-05, 9.74e-06]    []  
104700    [5.53e-06, 2.59e-06, 1.73e-06, 1.30e-06, 1.99e-06, 6.02e-07, 7.93e-07, 2.04e-05, 3.59e-06, 3.25e-08, 1.21e-05, 6.08e-04, 7.02e-04, 4.80e-06, 3.43e-08, 2.06e-08, 5.71e-08, 4.39e-08, 1.23e-06, 2.12e-07, 6.90e-06, 1.24e-06]    [5.53e-06, 2.59e-06, 1.73e-06, 1.30e-06, 1.99e-06, 6.02e-07, 7.93e-07, 2.04e-05, 3.59e-06, 3.25e-08, 1.21e-05, 6.08e-04, 7.02e-04, 4.80e-06, 3.43e-08, 2.06e-08, 5.71e-08, 4.39e-08, 1.23e-06, 2.12e-07, 6.90e-06, 1.24e-06]    []  
104800    [5.76e-06, 2.53e-06, 1.69e-06, 1.30e-06, 1.93e-06, 6.02e-07, 7.75e-07, 2.20e-06, 5.41e-08, 1.38e-07, 1.14e-05, 6.10e-04, 6.85e-04, 1.64e-05, 1.81e-07, 1.83e-07, 4.43e-07, 5.82e-07, 1.52e-07, 3.94e-09, 9.00e-07, 3.44e-08]    [5.76e-06, 2.53e-06, 1.69e-06, 1.30e-06, 1.93e-06, 6.02e-07, 7.75e-07, 2.20e-06, 5.41e-08, 1.38e-07, 1.14e-05, 6.10e-04, 6.85e-04, 1.64e-05, 1.81e-07, 1.83e-07, 4.43e-07, 5.82e-07, 1.52e-07, 3.94e-09, 9.00e-07, 3.44e-08]    []  
104900    [4.68e-06, 2.45e-06, 1.60e-06, 1.40e-06, 2.04e-06, 7.26e-07, 8.07e-07, 1.63e-04, 3.09e-06, 1.74e-08, 1.01e-05, 6.06e-04, 6.83e-04, 4.31e-06, 3.77e-09, 2.80e-09, 4.68e-08, 4.12e-08, 1.26e-05, 0.00e+00, 6.59e-05, 1.21e-06]    [4.68e-06, 2.45e-06, 1.60e-06, 1.40e-06, 2.04e-06, 7.26e-07, 8.07e-07, 1.63e-04, 3.09e-06, 1.74e-08, 1.01e-05, 6.06e-04, 6.83e-04, 4.31e-06, 3.77e-09, 2.80e-09, 4.68e-08, 4.12e-08, 1.26e-05, 0.00e+00, 6.59e-05, 1.21e-06]    []  
105000    [4.04e-06, 2.32e-06, 1.55e-06, 1.47e-06, 2.10e-06, 7.04e-07, 8.55e-07, 1.09e-05, 9.88e-06, 6.37e-07, 1.21e-05, 6.10e-04, 7.09e-04, 6.00e-05, 2.93e-10, 0.00e+00, 0.00e+00, 7.34e-09, 0.00e+00, 0.00e+00, 6.00e-06, 6.65e-06]    [4.04e-06, 2.32e-06, 1.55e-06, 1.47e-06, 2.10e-06, 7.04e-07, 8.55e-07, 1.09e-05, 9.88e-06, 6.37e-07, 1.21e-05, 6.10e-04, 7.09e-04, 6.00e-05, 2.93e-10, 0.00e+00, 0.00e+00, 7.34e-09, 0.00e+00, 0.00e+00, 6.00e-06, 6.65e-06]    []  
105100    [4.94e-06, 2.31e-06, 1.58e-06, 1.23e-06, 1.87e-06, 6.97e-07, 8.28e-07, 2.55e-08, 5.25e-06, 5.04e-08, 9.80e-06, 6.04e-04, 6.76e-04, 4.27e-06, 7.55e-08, 1.08e-07, 3.47e-07, 2.33e-07, 4.70e-09, 0.00e+00, 4.56e-08, 2.98e-06]    [4.94e-06, 2.31e-06, 1.58e-06, 1.23e-06, 1.87e-06, 6.97e-07, 8.28e-07, 2.55e-08, 5.25e-06, 5.04e-08, 9.80e-06, 6.04e-04, 6.76e-04, 4.27e-06, 7.55e-08, 1.08e-07, 3.47e-07, 2.33e-07, 4.70e-09, 0.00e+00, 4.56e-08, 2.98e-06]    []  
105200    [4.20e-06, 2.18e-06, 1.49e-06, 1.26e-06, 1.79e-06, 7.91e-07, 9.38e-07, 9.29e-06, 2.37e-06, 6.57e-07, 1.15e-05, 6.12e-04, 6.88e-04, 6.40e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-08, 3.30e-07, 0.00e+00, 9.17e-07, 2.15e-06]    [4.20e-06, 2.18e-06, 1.49e-06, 1.26e-06, 1.79e-06, 7.91e-07, 9.38e-07, 9.29e-06, 2.37e-06, 6.57e-07, 1.15e-05, 6.12e-04, 6.88e-04, 6.40e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-08, 3.30e-07, 0.00e+00, 9.17e-07, 2.15e-06]    []  
105300    [4.08e-06, 2.13e-06, 1.47e-06, 1.34e-06, 1.81e-06, 7.82e-07, 9.22e-07, 1.60e-09, 2.07e-06, 3.84e-07, 1.05e-05, 6.05e-04, 6.83e-04, 3.81e-05, 2.72e-09, 0.00e+00, 1.06e-10, 3.32e-08, 2.45e-09, 1.68e-07, 2.90e-08, 1.02e-06]    [4.08e-06, 2.13e-06, 1.47e-06, 1.34e-06, 1.81e-06, 7.82e-07, 9.22e-07, 1.60e-09, 2.07e-06, 3.84e-07, 1.05e-05, 6.05e-04, 6.83e-04, 3.81e-05, 2.72e-09, 0.00e+00, 1.06e-10, 3.32e-08, 2.45e-09, 1.68e-07, 2.90e-08, 1.02e-06]    []  
105400    [5.84e-06, 2.14e-06, 1.56e-06, 1.07e-06, 1.51e-06, 8.33e-07, 1.11e-06, 7.11e-07, 2.28e-06, 1.28e-07, 1.99e-05, 6.09e-04, 7.01e-04, 3.75e-05, 4.07e-07, 4.33e-07, 1.31e-06, 2.06e-06, 2.10e-09, 6.47e-06, 1.30e-07, 2.47e-05]    [5.84e-06, 2.14e-06, 1.56e-06, 1.07e-06, 1.51e-06, 8.33e-07, 1.11e-06, 7.11e-07, 2.28e-06, 1.28e-07, 1.99e-05, 6.09e-04, 7.01e-04, 3.75e-05, 4.07e-07, 4.33e-07, 1.31e-06, 2.06e-06, 2.10e-09, 6.47e-06, 1.30e-07, 2.47e-05]    []  
105500    [4.05e-06, 2.00e-06, 1.41e-06, 1.33e-06, 1.78e-06, 8.26e-07, 9.42e-07, 6.60e-06, 1.12e-08, 6.19e-07, 1.21e-05, 6.04e-04, 7.02e-04, 6.92e-05, 4.58e-11, 0.00e+00, 0.00e+00, 1.07e-09, 4.70e-07, 1.79e-09, 2.69e-06, 2.86e-08]    [4.05e-06, 2.00e-06, 1.41e-06, 1.33e-06, 1.78e-06, 8.26e-07, 9.42e-07, 6.60e-06, 1.12e-08, 6.19e-07, 1.21e-05, 6.04e-04, 7.02e-04, 6.92e-05, 4.58e-11, 0.00e+00, 0.00e+00, 1.07e-09, 4.70e-07, 1.79e-09, 2.69e-06, 2.86e-08]    []  
105600    [1.15e-05, 2.88e-06, 2.62e-06, 1.94e-06, 1.33e-06, 8.68e-07, 6.68e-07, 3.64e-07, 1.31e-05, 2.02e-05, 2.96e-05, 6.86e-04, 6.95e-04, 3.21e-05, 0.00e+00, 1.48e-07, 9.60e-07, 4.29e-07, 1.67e-07, 8.08e-06, 4.12e-07, 3.92e-05]    [1.15e-05, 2.88e-06, 2.62e-06, 1.94e-06, 1.33e-06, 8.68e-07, 6.68e-07, 3.64e-07, 1.31e-05, 2.02e-05, 2.96e-05, 6.86e-04, 6.95e-04, 3.21e-05, 0.00e+00, 1.48e-07, 9.60e-07, 4.29e-07, 1.67e-07, 8.08e-06, 4.12e-07, 3.92e-05]    []  
105700    [4.96e-06, 2.18e-06, 1.70e-06, 1.72e-06, 1.97e-06, 1.07e-06, 8.73e-07, 1.05e-08, 1.57e-09, 1.68e-09, 8.12e-06, 6.03e-04, 6.76e-04, 1.31e-07, 6.03e-09, 6.23e-08, 1.65e-07, 1.51e-07, 1.08e-09, 4.07e-09, 2.57e-08, 1.83e-08]    [4.96e-06, 2.18e-06, 1.70e-06, 1.72e-06, 1.97e-06, 1.07e-06, 8.73e-07, 1.05e-08, 1.57e-09, 1.68e-09, 8.12e-06, 6.03e-04, 6.76e-04, 1.31e-07, 6.03e-09, 6.23e-08, 1.65e-07, 1.51e-07, 1.08e-09, 4.07e-09, 2.57e-08, 1.83e-08]    []  
105800    [4.40e-06, 2.13e-06, 1.58e-06, 1.57e-06, 1.96e-06, 1.09e-06, 9.17e-07, 1.49e-10, 4.98e-10, 1.55e-09, 7.90e-06, 6.01e-04, 6.74e-04, 1.07e-07, 1.12e-08, 1.20e-08, 1.28e-07, 1.25e-07, 5.90e-10, 6.03e-10, 1.19e-08, 1.12e-08]    [4.40e-06, 2.13e-06, 1.58e-06, 1.57e-06, 1.96e-06, 1.09e-06, 9.17e-07, 1.49e-10, 4.98e-10, 1.55e-09, 7.90e-06, 6.01e-04, 6.74e-04, 1.07e-07, 1.12e-08, 1.20e-08, 1.28e-07, 1.25e-07, 5.90e-10, 6.03e-10, 1.19e-08, 1.12e-08]    []  
105900    [8.06e-06, 2.72e-06, 1.96e-06, 8.38e-07, 1.40e-06, 1.00e-06, 8.88e-07, 7.92e-09, 6.58e-08, 9.78e-07, 1.16e-05, 6.14e-04, 6.89e-04, 9.16e-05, 6.38e-07, 6.34e-07, 9.12e-07, 7.43e-07, 2.72e-09, 1.12e-08, 2.36e-08, 7.73e-08]    [8.06e-06, 2.72e-06, 1.96e-06, 8.38e-07, 1.40e-06, 1.00e-06, 8.88e-07, 7.92e-09, 6.58e-08, 9.78e-07, 1.16e-05, 6.14e-04, 6.89e-04, 9.16e-05, 6.38e-07, 6.34e-07, 9.12e-07, 7.43e-07, 2.72e-09, 1.12e-08, 2.36e-08, 7.73e-08]    []  
106000    [4.06e-06, 2.13e-06, 1.46e-06, 1.37e-06, 1.87e-06, 1.07e-06, 9.49e-07, 2.68e-08, 2.41e-09, 2.02e-09, 7.65e-06, 5.98e-04, 6.69e-04, 3.06e-07, 6.03e-08, 2.55e-08, 1.05e-07, 9.74e-08, 3.26e-09, 1.01e-09, 1.76e-08, 8.97e-09]    [4.06e-06, 2.13e-06, 1.46e-06, 1.37e-06, 1.87e-06, 1.07e-06, 9.49e-07, 2.68e-08, 2.41e-09, 2.02e-09, 7.65e-06, 5.98e-04, 6.69e-04, 3.06e-07, 6.03e-08, 2.55e-08, 1.05e-07, 9.74e-08, 3.26e-09, 1.01e-09, 1.76e-08, 8.97e-09]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 45.045601 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
106000    [4.06e-06, 2.13e-06, 1.46e-06, 1.37e-06, 1.87e-06, 1.07e-06, 9.49e-07, 2.68e-08, 2.41e-09, 2.02e-09, 7.65e-06, 5.98e-04, 6.69e-04, 3.06e-07, 6.03e-08, 2.55e-08, 1.05e-07, 9.74e-08, 3.26e-09, 1.01e-09, 1.76e-08, 8.97e-09]    [4.06e-06, 2.13e-06, 1.46e-06, 1.37e-06, 1.87e-06, 1.07e-06, 9.49e-07, 2.68e-08, 2.41e-09, 2.02e-09, 7.65e-06, 5.98e-04, 6.69e-04, 3.06e-07, 6.03e-08, 2.55e-08, 1.05e-07, 9.74e-08, 3.26e-09, 1.01e-09, 1.76e-08, 8.97e-09]    []  
106100    [3.96e-06, 2.00e-06, 1.41e-06, 1.32e-06, 1.76e-06, 1.11e-06, 1.12e-06, 3.92e-07, 6.09e-05, 6.35e-09, 7.71e-06, 5.97e-04, 6.65e-04, 3.57e-07, 4.73e-08, 3.13e-08, 8.79e-08, 1.16e-07, 2.77e-08, 2.23e-06, 1.02e-07, 1.12e-05]    [3.96e-06, 2.00e-06, 1.41e-06, 1.32e-06, 1.76e-06, 1.11e-06, 1.12e-06, 3.92e-07, 6.09e-05, 6.35e-09, 7.71e-06, 5.97e-04, 6.65e-04, 3.57e-07, 4.73e-08, 3.13e-08, 8.79e-08, 1.16e-07, 2.77e-08, 2.23e-06, 1.02e-07, 1.12e-05]    []  
106200    [9.31e-06, 2.11e-06, 1.48e-06, 2.07e-06, 2.27e-06, 1.38e-06, 1.37e-06, 3.08e-04, 9.54e-07, 4.41e-05, 2.67e-05, 7.62e-04, 8.44e-04, 8.99e-04, 2.18e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.39e-07, 2.78e-04, 8.18e-07]    [9.31e-06, 2.11e-06, 1.48e-06, 2.07e-06, 2.27e-06, 1.38e-06, 1.37e-06, 3.08e-04, 9.54e-07, 4.41e-05, 2.67e-05, 7.62e-04, 8.44e-04, 8.99e-04, 2.18e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.39e-07, 2.78e-04, 8.18e-07]    []  
106300    [3.68e-06, 1.84e-06, 1.37e-06, 1.25e-06, 1.70e-06, 1.12e-06, 1.00e-06, 2.42e-08, 3.81e-09, 4.10e-09, 7.44e-06, 5.94e-04, 6.59e-04, 5.64e-07, 6.66e-08, 3.33e-08, 5.65e-08, 7.80e-08, 6.61e-09, 3.27e-10, 3.81e-08, 6.68e-09]    [3.68e-06, 1.84e-06, 1.37e-06, 1.25e-06, 1.70e-06, 1.12e-06, 1.00e-06, 2.42e-08, 3.81e-09, 4.10e-09, 7.44e-06, 5.94e-04, 6.59e-04, 5.64e-07, 6.66e-08, 3.33e-08, 5.65e-08, 7.80e-08, 6.61e-09, 3.27e-10, 3.81e-08, 6.68e-09]    []  
106400    [3.68e-06, 1.77e-06, 1.34e-06, 1.23e-06, 1.69e-06, 1.13e-06, 1.00e-06, 1.33e-09, 4.73e-10, 6.89e-10, 7.06e-06, 5.92e-04, 6.55e-04, 4.88e-07, 9.47e-08, 4.23e-08, 5.70e-08, 8.99e-08, 2.93e-09, 3.95e-10, 1.98e-08, 6.32e-09]    [3.68e-06, 1.77e-06, 1.34e-06, 1.23e-06, 1.69e-06, 1.13e-06, 1.00e-06, 1.33e-09, 4.73e-10, 6.89e-10, 7.06e-06, 5.92e-04, 6.55e-04, 4.88e-07, 9.47e-08, 4.23e-08, 5.70e-08, 8.99e-08, 2.93e-09, 3.95e-10, 1.98e-08, 6.32e-09]    []  
106500    [4.57e-06, 1.90e-06, 1.49e-06, 1.14e-06, 1.88e-06, 1.22e-06, 1.17e-06, 4.87e-07, 1.12e-04, 3.56e-06, 1.96e-05, 6.47e-04, 8.24e-04, 4.52e-04, 0.00e+00, 7.79e-09, 1.11e-11, 0.00e+00, 6.33e-08, 0.00e+00, 2.38e-07, 8.76e-05]    [4.57e-06, 1.90e-06, 1.49e-06, 1.14e-06, 1.88e-06, 1.22e-06, 1.17e-06, 4.87e-07, 1.12e-04, 3.56e-06, 1.96e-05, 6.47e-04, 8.24e-04, 4.52e-04, 0.00e+00, 7.79e-09, 1.11e-11, 0.00e+00, 6.33e-08, 0.00e+00, 2.38e-07, 8.76e-05]    []  
106600    [3.65e-06, 1.61e-06, 1.29e-06, 1.08e-06, 1.75e-06, 1.02e-06, 1.00e-06, 9.59e-10, 1.41e-08, 2.67e-10, 6.99e-06, 5.87e-04, 6.45e-04, 2.77e-07, 1.21e-07, 4.84e-08, 3.67e-08, 8.74e-08, 1.66e-09, 5.11e-10, 1.38e-08, 1.30e-08]    [3.65e-06, 1.61e-06, 1.29e-06, 1.08e-06, 1.75e-06, 1.02e-06, 1.00e-06, 9.59e-10, 1.41e-08, 2.67e-10, 6.99e-06, 5.87e-04, 6.45e-04, 2.77e-07, 1.21e-07, 4.84e-08, 3.67e-08, 8.74e-08, 1.66e-09, 5.11e-10, 1.38e-08, 1.30e-08]    []  
106700    [4.00e-06, 1.64e-06, 1.34e-06, 7.51e-07, 1.65e-06, 1.18e-06, 1.21e-06, 7.29e-07, 1.44e-04, 5.94e-06, 1.07e-05, 6.09e-04, 6.66e-04, 1.35e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.10e-08, 1.27e-05, 4.64e-07, 7.05e-05]    [4.00e-06, 1.64e-06, 1.34e-06, 7.51e-07, 1.65e-06, 1.18e-06, 1.21e-06, 7.29e-07, 1.44e-04, 5.94e-06, 1.07e-05, 6.09e-04, 6.66e-04, 1.35e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.10e-08, 1.27e-05, 4.64e-07, 7.05e-05]    []  
106800    [1.11e-05, 1.77e-06, 1.52e-06, 9.46e-07, 1.66e-06, 1.03e-06, 9.42e-07, 1.43e-06, 4.52e-07, 1.46e-05, 7.98e-05, 7.16e-04, 1.17e-03, 1.16e-03, 7.25e-06, 6.20e-06, 9.00e-06, 1.11e-05, 1.92e-07, 8.00e-08, 1.23e-06, 4.88e-07]    [1.11e-05, 1.77e-06, 1.52e-06, 9.46e-07, 1.66e-06, 1.03e-06, 9.42e-07, 1.43e-06, 4.52e-07, 1.46e-05, 7.98e-05, 7.16e-04, 1.17e-03, 1.16e-03, 7.25e-06, 6.20e-06, 9.00e-06, 1.11e-05, 1.92e-07, 8.00e-08, 1.23e-06, 4.88e-07]    []  
106900    [1.08e-05, 1.68e-06, 1.49e-06, 9.45e-07, 1.54e-06, 1.06e-06, 9.43e-07, 1.08e-05, 2.73e-06, 1.51e-05, 8.70e-05, 7.13e-04, 1.18e-03, 1.16e-03, 6.89e-06, 6.11e-06, 9.13e-06, 1.10e-05, 1.24e-06, 3.12e-07, 7.49e-06, 1.95e-06]    [1.08e-05, 1.68e-06, 1.49e-06, 9.45e-07, 1.54e-06, 1.06e-06, 9.43e-07, 1.08e-05, 2.73e-06, 1.51e-05, 8.70e-05, 7.13e-04, 1.18e-03, 1.16e-03, 6.89e-06, 6.11e-06, 9.13e-06, 1.10e-05, 1.24e-06, 3.12e-07, 7.49e-06, 1.95e-06]    []  
107000    [3.61e-06, 1.29e-06, 1.15e-06, 1.04e-06, 1.42e-06, 1.31e-06, 1.14e-06, 1.15e-05, 8.91e-06, 2.77e-06, 1.59e-05, 6.05e-04, 7.29e-04, 2.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.03e-06, 6.38e-06]    [3.61e-06, 1.29e-06, 1.15e-06, 1.04e-06, 1.42e-06, 1.31e-06, 1.14e-06, 1.15e-05, 8.91e-06, 2.77e-06, 1.59e-05, 6.05e-04, 7.29e-04, 2.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.03e-06, 6.38e-06]    []  
107100    [3.16e-06, 1.19e-06, 1.10e-06, 1.06e-06, 1.25e-06, 1.28e-06, 1.11e-06, 4.14e-07, 3.55e-08, 7.42e-07, 7.62e-06, 5.80e-04, 6.40e-04, 3.82e-05, 3.33e-09, 0.00e+00, 0.00e+00, 6.26e-10, 1.91e-09, 4.70e-09, 2.69e-07, 1.24e-07]    [3.16e-06, 1.19e-06, 1.10e-06, 1.06e-06, 1.25e-06, 1.28e-06, 1.11e-06, 4.14e-07, 3.55e-08, 7.42e-07, 7.62e-06, 5.80e-04, 6.40e-04, 3.82e-05, 3.33e-09, 0.00e+00, 0.00e+00, 6.26e-10, 1.91e-09, 4.70e-09, 2.69e-07, 1.24e-07]    []  
107200    [3.49e-06, 1.13e-06, 1.09e-06, 9.18e-07, 1.09e-06, 1.31e-06, 1.08e-06, 2.56e-06, 2.71e-06, 1.45e-08, 6.95e-06, 5.74e-04, 6.17e-04, 7.53e-07, 6.89e-08, 2.95e-08, 3.20e-08, 5.12e-08, 1.68e-07, 2.43e-07, 7.91e-07, 1.42e-06]    [3.49e-06, 1.13e-06, 1.09e-06, 9.18e-07, 1.09e-06, 1.31e-06, 1.08e-06, 2.56e-06, 2.71e-06, 1.45e-08, 6.95e-06, 5.74e-04, 6.17e-04, 7.53e-07, 6.89e-08, 2.95e-08, 3.20e-08, 5.12e-08, 1.68e-07, 2.43e-07, 7.91e-07, 1.42e-06]    []  
107300    [4.90e-06, 1.17e-06, 1.13e-06, 7.85e-07, 1.05e-06, 1.37e-06, 1.09e-06, 2.13e-06, 3.21e-06, 5.88e-07, 1.01e-05, 5.81e-04, 6.17e-04, 4.36e-05, 6.05e-07, 4.10e-07, 2.75e-07, 5.41e-07, 1.90e-10, 0.00e+00, 1.57e-06, 2.33e-06]    [4.90e-06, 1.17e-06, 1.13e-06, 7.85e-07, 1.05e-06, 1.37e-06, 1.09e-06, 2.13e-06, 3.21e-06, 5.88e-07, 1.01e-05, 5.81e-04, 6.17e-04, 4.36e-05, 6.05e-07, 4.10e-07, 2.75e-07, 5.41e-07, 1.90e-10, 0.00e+00, 1.57e-06, 2.33e-06]    []  
107400    [3.49e-06, 1.00e-06, 9.90e-07, 1.19e-06, 1.11e-06, 1.47e-06, 1.22e-06, 1.64e-05, 5.94e-06, 3.45e-06, 1.91e-05, 5.96e-04, 7.24e-04, 2.47e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.22e-05, 4.31e-06]    [3.49e-06, 1.00e-06, 9.90e-07, 1.19e-06, 1.11e-06, 1.47e-06, 1.22e-06, 1.64e-05, 5.94e-06, 3.45e-06, 1.91e-05, 5.96e-04, 7.24e-04, 2.47e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.22e-05, 4.31e-06]    []  
107500    [4.47e-06, 9.73e-07, 1.00e-06, 8.46e-07, 8.80e-07, 1.35e-06, 1.07e-06, 3.91e-09, 4.12e-07, 1.31e-06, 2.22e-05, 5.80e-04, 6.68e-04, 1.12e-04, 9.82e-07, 8.62e-07, 8.58e-07, 1.17e-06, 1.73e-08, 6.91e-08, 1.03e-07, 4.38e-07]    [4.47e-06, 9.73e-07, 1.00e-06, 8.46e-07, 8.80e-07, 1.35e-06, 1.07e-06, 3.91e-09, 4.12e-07, 1.31e-06, 2.22e-05, 5.80e-04, 6.68e-04, 1.12e-04, 9.82e-07, 8.62e-07, 8.58e-07, 1.17e-06, 1.73e-08, 6.91e-08, 1.03e-07, 4.38e-07]    []  
107600    [3.87e-06, 9.69e-07, 9.60e-07, 1.25e-06, 1.10e-06, 1.58e-06, 1.25e-06, 2.47e-06, 2.57e-06, 5.14e-06, 2.43e-05, 6.04e-04, 7.56e-04, 3.62e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.18e-06, 2.28e-06]    [3.87e-06, 9.69e-07, 9.60e-07, 1.25e-06, 1.10e-06, 1.58e-06, 1.25e-06, 2.47e-06, 2.57e-06, 5.14e-06, 2.43e-05, 6.04e-04, 7.56e-04, 3.62e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.18e-06, 2.28e-06]    []  
107700    [4.79e-06, 9.17e-07, 9.71e-07, 7.30e-07, 7.78e-07, 1.40e-06, 1.09e-06, 3.28e-06, 1.14e-05, 1.39e-06, 2.50e-05, 5.75e-04, 6.64e-04, 1.26e-04, 1.06e-06, 9.66e-07, 1.19e-06, 1.25e-06, 3.32e-07, 9.80e-07, 2.11e-06, 6.21e-06]    [4.79e-06, 9.17e-07, 9.71e-07, 7.30e-07, 7.78e-07, 1.40e-06, 1.09e-06, 3.28e-06, 1.14e-05, 1.39e-06, 2.50e-05, 5.75e-04, 6.64e-04, 1.26e-04, 1.06e-06, 9.66e-07, 1.19e-06, 1.25e-06, 3.32e-07, 9.80e-07, 2.11e-06, 6.21e-06]    []  
107800    [3.71e-06, 8.96e-07, 8.94e-07, 1.39e-06, 1.08e-06, 1.53e-06, 1.19e-06, 1.09e-05, 7.52e-06, 4.38e-06, 3.44e-05, 5.88e-04, 7.83e-04, 3.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.29e-06, 5.91e-06]    [3.71e-06, 8.96e-07, 8.94e-07, 1.39e-06, 1.08e-06, 1.53e-06, 1.19e-06, 1.09e-05, 7.52e-06, 4.38e-06, 3.44e-05, 5.88e-04, 7.83e-04, 3.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.29e-06, 5.91e-06]    []  
107900    [3.25e-06, 7.62e-07, 7.85e-07, 1.17e-06, 9.23e-07, 1.45e-06, 1.11e-06, 3.29e-07, 1.64e-07, 8.73e-07, 1.06e-05, 5.58e-04, 6.11e-04, 6.44e-05, 2.36e-09, 0.00e+00, 0.00e+00, 0.00e+00, 6.83e-10, 3.04e-10, 1.94e-07, 1.66e-07]    [3.25e-06, 7.62e-07, 7.85e-07, 1.17e-06, 9.23e-07, 1.45e-06, 1.11e-06, 3.29e-07, 1.64e-07, 8.73e-07, 1.06e-05, 5.58e-04, 6.11e-04, 6.44e-05, 2.36e-09, 0.00e+00, 0.00e+00, 0.00e+00, 6.83e-10, 3.04e-10, 1.94e-07, 1.66e-07]    []  
108000    [5.74e-06, 8.22e-07, 9.00e-07, 7.23e-07, 7.31e-07, 1.42e-06, 1.05e-06, 6.02e-06, 4.61e-06, 2.52e-06, 3.32e-05, 5.74e-04, 6.52e-04, 1.95e-04, 1.38e-06, 1.43e-06, 2.11e-06, 1.35e-06, 5.25e-07, 3.97e-07, 3.40e-06, 2.56e-06]    [5.74e-06, 8.22e-07, 9.00e-07, 7.23e-07, 7.31e-07, 1.42e-06, 1.05e-06, 6.02e-06, 4.61e-06, 2.52e-06, 3.32e-05, 5.74e-04, 6.52e-04, 1.95e-04, 1.38e-06, 1.43e-06, 2.11e-06, 1.35e-06, 5.25e-07, 3.97e-07, 3.40e-06, 2.56e-06]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 42.462698 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
108000    [5.74e-06, 8.22e-07, 9.00e-07, 7.23e-07, 7.31e-07, 1.42e-06, 1.05e-06, 6.02e-06, 4.61e-06, 2.52e-06, 3.32e-05, 5.74e-04, 6.52e-04, 1.95e-04, 1.38e-06, 1.43e-06, 2.11e-06, 1.35e-06, 5.25e-07, 3.97e-07, 3.40e-06, 2.56e-06]    [5.74e-06, 8.22e-07, 9.00e-07, 7.23e-07, 7.31e-07, 1.42e-06, 1.05e-06, 6.02e-06, 4.61e-06, 2.52e-06, 3.32e-05, 5.74e-04, 6.52e-04, 1.95e-04, 1.38e-06, 1.43e-06, 2.11e-06, 1.35e-06, 5.25e-07, 3.97e-07, 3.40e-06, 2.56e-06]    []  
108100    [8.48e-06, 8.79e-07, 9.14e-07, 9.75e-07, 8.76e-07, 1.44e-06, 1.07e-06, 1.71e-04, 1.22e-04, 1.31e-05, 1.62e-04, 6.47e-04, 1.19e-03, 9.71e-04, 5.31e-06, 5.04e-06, 8.28e-06, 9.52e-06, 1.57e-05, 1.11e-05, 9.15e-05, 6.49e-05]    [8.48e-06, 8.79e-07, 9.14e-07, 9.75e-07, 8.76e-07, 1.44e-06, 1.07e-06, 1.71e-04, 1.22e-04, 1.31e-05, 1.62e-04, 6.47e-04, 1.19e-03, 9.71e-04, 5.31e-06, 5.04e-06, 8.28e-06, 9.52e-06, 1.57e-05, 1.11e-05, 9.15e-05, 6.49e-05]    []  
108200    [4.42e-06, 6.05e-07, 6.65e-07, 9.29e-07, 7.07e-07, 1.37e-06, 1.01e-06, 3.86e-09, 6.52e-09, 4.83e-08, 8.49e-06, 5.38e-04, 5.44e-04, 1.46e-07, 1.90e-07, 1.57e-07, 0.00e+00, 4.65e-08, 1.69e-08, 9.60e-09, 9.10e-08, 7.17e-08]    [4.42e-06, 6.05e-07, 6.65e-07, 9.29e-07, 7.07e-07, 1.37e-06, 1.01e-06, 3.86e-09, 6.52e-09, 4.83e-08, 8.49e-06, 5.38e-04, 5.44e-04, 1.46e-07, 1.90e-07, 1.57e-07, 0.00e+00, 4.65e-08, 1.69e-08, 9.60e-09, 9.10e-08, 7.17e-08]    []  
108300    [5.24e-06, 6.63e-07, 7.27e-07, 6.68e-07, 4.90e-07, 1.32e-06, 9.43e-07, 2.91e-07, 9.01e-07, 2.18e-06, 9.66e-05, 5.59e-04, 7.16e-04, 1.60e-04, 9.17e-07, 9.16e-07, 2.07e-06, 2.06e-06, 2.75e-08, 3.74e-09, 2.63e-07, 3.74e-07]    [5.24e-06, 6.63e-07, 7.27e-07, 6.68e-07, 4.90e-07, 1.32e-06, 9.43e-07, 2.91e-07, 9.01e-07, 2.18e-06, 9.66e-05, 5.59e-04, 7.16e-04, 1.60e-04, 9.17e-07, 9.16e-07, 2.07e-06, 2.06e-06, 2.75e-08, 3.74e-09, 2.63e-07, 3.74e-07]    []  
108400    [3.02e-05, 1.64e-06, 1.52e-06, 3.50e-06, 2.99e-06, 2.34e-06, 1.91e-06, 5.23e-05, 3.57e-05, 7.69e-05, 2.78e-04, 1.70e-03, 6.18e-04, 3.65e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.82e-05, 1.69e-05]    [3.02e-05, 1.64e-06, 1.52e-06, 3.50e-06, 2.99e-06, 2.34e-06, 1.91e-06, 5.23e-05, 3.57e-05, 7.69e-05, 2.78e-04, 1.70e-03, 6.18e-04, 3.65e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.82e-05, 1.69e-05]    []  
108500    [1.96e-05, 1.12e-06, 1.03e-06, 2.77e-06, 2.15e-06, 1.73e-06, 1.36e-06, 7.07e-05, 1.16e-04, 5.28e-05, 1.18e-04, 1.16e-03, 7.38e-04, 2.65e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.43e-05, 7.32e-05]    [1.96e-05, 1.12e-06, 1.03e-06, 2.77e-06, 2.15e-06, 1.73e-06, 1.36e-06, 7.07e-05, 1.16e-04, 5.28e-05, 1.18e-04, 1.16e-03, 7.38e-04, 2.65e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.43e-05, 7.32e-05]    []  
108600    [6.84e-06, 5.03e-07, 5.32e-07, 1.23e-06, 8.35e-07, 9.76e-07, 6.45e-07, 6.13e-06, 7.33e-06, 2.02e-06, 8.83e-05, 5.17e-04, 4.90e-04, 1.66e-04, 2.00e-06, 1.83e-06, 1.61e-06, 1.84e-06, 5.58e-07, 5.69e-07, 3.67e-06, 3.66e-06]    [6.84e-06, 5.03e-07, 5.32e-07, 1.23e-06, 8.35e-07, 9.76e-07, 6.45e-07, 6.13e-06, 7.33e-06, 2.02e-06, 8.83e-05, 5.17e-04, 4.90e-04, 1.66e-04, 2.00e-06, 1.83e-06, 1.61e-06, 1.84e-06, 5.58e-07, 5.69e-07, 3.67e-06, 3.66e-06]    []  
108700    [1.29e-05, 1.01e-06, 1.08e-06, 1.21e-06, 1.14e-06, 1.12e-06, 8.14e-07, 1.02e-05, 8.38e-06, 9.38e-06, 2.41e-04, 6.02e-04, 5.78e-04, 2.14e-04, 3.61e-06, 4.45e-06, 4.17e-07, 6.35e-08, 0.00e+00, 0.00e+00, 1.07e-05, 5.97e-06]    [1.29e-05, 1.01e-06, 1.08e-06, 1.21e-06, 1.14e-06, 1.12e-06, 8.14e-07, 1.02e-05, 8.38e-06, 9.38e-06, 2.41e-04, 6.02e-04, 5.78e-04, 2.14e-04, 3.61e-06, 4.45e-06, 4.17e-07, 6.35e-08, 0.00e+00, 0.00e+00, 1.07e-05, 5.97e-06]    []  
108800    [6.28e-06, 4.44e-07, 4.58e-07, 1.44e-06, 9.22e-07, 7.81e-07, 4.96e-07, 4.43e-06, 1.15e-06, 5.86e-07, 1.35e-04, 4.27e-04, 3.47e-04, 8.71e-05, 1.38e-06, 1.13e-06, 1.81e-06, 1.86e-06, 0.00e+00, 0.00e+00, 4.27e-06, 9.01e-07]    [6.28e-06, 4.44e-07, 4.58e-07, 1.44e-06, 9.22e-07, 7.81e-07, 4.96e-07, 4.43e-06, 1.15e-06, 5.86e-07, 1.35e-04, 4.27e-04, 3.47e-04, 8.71e-05, 1.38e-06, 1.13e-06, 1.81e-06, 1.86e-06, 0.00e+00, 0.00e+00, 4.27e-06, 9.01e-07]    []  
108900    [1.67e-05, 9.66e-07, 1.03e-06, 1.79e-06, 1.98e-06, 8.85e-07, 6.19e-07, 1.29e-05, 3.82e-05, 3.16e-05, 2.05e-04, 6.64e-04, 5.51e-04, 1.83e-03, 1.67e-05, 1.87e-05, 4.12e-06, 1.61e-05, 0.00e+00, 0.00e+00, 8.22e-06, 2.78e-05]    [1.67e-05, 9.66e-07, 1.03e-06, 1.79e-06, 1.98e-06, 8.85e-07, 6.19e-07, 1.29e-05, 3.82e-05, 3.16e-05, 2.05e-04, 6.64e-04, 5.51e-04, 1.83e-03, 1.67e-05, 1.87e-05, 4.12e-06, 1.61e-05, 0.00e+00, 0.00e+00, 8.22e-06, 2.78e-05]    []  
109000    [6.37e-06, 6.17e-07, 6.44e-07, 1.93e-06, 1.84e-06, 7.48e-07, 5.39e-07, 2.84e-05, 4.26e-05, 3.63e-06, 1.25e-04, 3.98e-04, 4.93e-04, 3.55e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.23e-05, 3.46e-05]    [6.37e-06, 6.17e-07, 6.44e-07, 1.93e-06, 1.84e-06, 7.48e-07, 5.39e-07, 2.84e-05, 4.26e-05, 3.63e-06, 1.25e-04, 3.98e-04, 4.93e-04, 3.55e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.23e-05, 3.46e-05]    []  
109100    [7.43e-06, 9.83e-07, 8.53e-07, 1.57e-06, 1.56e-06, 6.56e-07, 4.50e-07, 4.22e-09, 3.67e-07, 5.38e-07, 2.65e-04, 2.56e-04, 3.27e-04, 1.33e-04, 2.07e-06, 2.03e-06, 2.77e-06, 3.41e-06, 1.63e-08, 6.34e-08, 6.54e-08, 3.75e-07]    [7.43e-06, 9.83e-07, 8.53e-07, 1.57e-06, 1.56e-06, 6.56e-07, 4.50e-07, 4.22e-09, 3.67e-07, 5.38e-07, 2.65e-04, 2.56e-04, 3.27e-04, 1.33e-04, 2.07e-06, 2.03e-06, 2.77e-06, 3.41e-06, 1.63e-08, 6.34e-08, 6.54e-08, 3.75e-07]    []  
109200    [7.23e-06, 1.42e-06, 1.18e-06, 2.10e-06, 1.91e-06, 6.06e-07, 4.06e-07, 8.23e-06, 1.05e-05, 1.12e-07, 1.05e-04, 1.92e-04, 1.06e-04, 1.59e-05, 1.13e-06, 1.01e-06, 7.52e-07, 8.92e-07, 8.22e-07, 1.01e-06, 5.38e-06, 6.52e-06]    [7.23e-06, 1.42e-06, 1.18e-06, 2.10e-06, 1.91e-06, 6.06e-07, 4.06e-07, 8.23e-06, 1.05e-05, 1.12e-07, 1.05e-04, 1.92e-04, 1.06e-04, 1.59e-05, 1.13e-06, 1.01e-06, 7.52e-07, 8.92e-07, 8.22e-07, 1.01e-06, 5.38e-06, 6.52e-06]    []  
109300    [1.03e-05, 2.65e-06, 2.17e-06, 3.12e-06, 2.58e-06, 6.04e-07, 4.00e-07, 1.91e-06, 8.56e-06, 6.55e-06, 1.49e-04, 1.78e-04, 2.16e-04, 3.80e-04, 4.95e-06, 4.69e-06, 3.88e-06, 4.04e-06, 0.00e+00, 1.01e-06, 1.40e-06, 6.40e-06]    [1.03e-05, 2.65e-06, 2.17e-06, 3.12e-06, 2.58e-06, 6.04e-07, 4.00e-07, 1.91e-06, 8.56e-06, 6.55e-06, 1.49e-04, 1.78e-04, 2.16e-04, 3.80e-04, 4.95e-06, 4.69e-06, 3.88e-06, 4.04e-06, 0.00e+00, 1.01e-06, 1.40e-06, 6.40e-06]    []  
109400    [7.45e-06, 1.67e-06, 1.53e-06, 2.62e-06, 2.36e-06, 5.57e-07, 3.21e-07, 1.55e-05, 1.63e-06, 4.96e-06, 6.99e-05, 7.95e-05, 9.25e-05, 2.51e-04, 2.81e-06, 2.79e-06, 1.87e-06, 2.16e-06, 1.49e-06, 1.66e-07, 9.37e-06, 1.01e-06]    [7.45e-06, 1.67e-06, 1.53e-06, 2.62e-06, 2.36e-06, 5.57e-07, 3.21e-07, 1.55e-05, 1.63e-06, 4.96e-06, 6.99e-05, 7.95e-05, 9.25e-05, 2.51e-04, 2.81e-06, 2.79e-06, 1.87e-06, 2.16e-06, 1.49e-06, 1.66e-07, 9.37e-06, 1.01e-06]    []  
109500    [4.06e-06, 2.05e-06, 1.73e-06, 3.17e-06, 2.79e-06, 4.99e-07, 2.76e-07, 1.82e-06, 1.44e-04, 7.36e-06, 2.99e-05, 8.42e-05, 1.20e-04, 3.19e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.88e-06, 1.32e-04]    [4.06e-06, 2.05e-06, 1.73e-06, 3.17e-06, 2.79e-06, 4.99e-07, 2.76e-07, 1.82e-06, 1.44e-04, 7.36e-06, 2.99e-05, 8.42e-05, 1.20e-04, 3.19e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.88e-06, 1.32e-04]    []  
109600    [2.75e-06, 2.28e-06, 2.10e-06, 2.99e-06, 2.72e-06, 4.19e-07, 2.29e-07, 2.56e-06, 7.97e-06, 1.75e-06, 8.17e-05, 3.61e-05, 6.97e-05, 9.87e-06, 1.93e-08, 1.18e-09, 5.83e-07, 6.93e-07, 0.00e+00, 8.21e-07, 3.74e-06, 5.38e-06]    [2.75e-06, 2.28e-06, 2.10e-06, 2.99e-06, 2.72e-06, 4.19e-07, 2.29e-07, 2.56e-06, 7.97e-06, 1.75e-06, 8.17e-05, 3.61e-05, 6.97e-05, 9.87e-06, 1.93e-08, 1.18e-09, 5.83e-07, 6.93e-07, 0.00e+00, 8.21e-07, 3.74e-06, 5.38e-06]    []  
109700    [3.91e-06, 2.38e-06, 2.09e-06, 3.37e-06, 2.77e-06, 4.88e-07, 3.72e-07, 1.79e-04, 1.19e-08, 7.33e-06, 4.55e-05, 9.92e-05, 2.36e-04, 5.07e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.05e-10, 0.00e+00, 1.22e-09, 1.91e-04, 7.92e-06]    [3.91e-06, 2.38e-06, 2.09e-06, 3.37e-06, 2.77e-06, 4.88e-07, 3.72e-07, 1.79e-04, 1.19e-08, 7.33e-06, 4.55e-05, 9.92e-05, 2.36e-04, 5.07e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.05e-10, 0.00e+00, 1.22e-09, 1.91e-04, 7.92e-06]    []  
109800    [1.37e-05, 3.30e-06, 3.14e-06, 3.04e-06, 2.81e-06, 9.28e-07, 6.77e-07, 4.04e-08, 3.96e-08, 2.08e-05, 1.06e-04, 2.57e-04, 5.08e-05, 8.01e-04, 2.03e-05, 1.98e-05, 1.88e-06, 2.27e-06, 0.00e+00, 0.00e+00, 4.06e-07, 2.61e-07]    [1.37e-05, 3.30e-06, 3.14e-06, 3.04e-06, 2.81e-06, 9.28e-07, 6.77e-07, 4.04e-08, 3.96e-08, 2.08e-05, 1.06e-04, 2.57e-04, 5.08e-05, 8.01e-04, 2.03e-05, 1.98e-05, 1.88e-06, 2.27e-06, 0.00e+00, 0.00e+00, 4.06e-07, 2.61e-07]    []  
109900    [6.50e-06, 2.63e-06, 2.47e-06, 2.72e-06, 2.43e-06, 5.78e-07, 3.65e-07, 4.80e-06, 2.67e-08, 7.09e-06, 2.90e-05, 6.39e-05, 8.46e-05, 3.38e-04, 4.29e-06, 4.31e-06, 1.82e-06, 2.00e-06, 0.00e+00, 1.26e-10, 6.56e-06, 8.93e-08]    [6.50e-06, 2.63e-06, 2.47e-06, 2.72e-06, 2.43e-06, 5.78e-07, 3.65e-07, 4.80e-06, 2.67e-08, 7.09e-06, 2.90e-05, 6.39e-05, 8.46e-05, 3.38e-04, 4.29e-06, 4.31e-06, 1.82e-06, 2.00e-06, 0.00e+00, 1.26e-10, 6.56e-06, 8.93e-08]    []  
110000    [3.19e-06, 2.49e-06, 2.27e-06, 2.91e-06, 2.66e-06, 4.91e-07, 2.97e-07, 1.87e-05, 4.13e-07, 7.77e-08, 2.26e-05, 2.23e-05, 3.71e-05, 3.42e-06, 4.17e-07, 4.09e-07, 3.46e-08, 5.70e-08, 0.00e+00, 0.00e+00, 2.27e-05, 9.30e-07]    [3.19e-06, 2.49e-06, 2.27e-06, 2.91e-06, 2.66e-06, 4.91e-07, 2.97e-07, 1.87e-05, 4.13e-07, 7.77e-08, 2.26e-05, 2.23e-05, 3.71e-05, 3.42e-06, 4.17e-07, 4.09e-07, 3.46e-08, 5.70e-08, 0.00e+00, 0.00e+00, 2.27e-05, 9.30e-07]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 44.277508 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
110000    [3.19e-06, 2.49e-06, 2.27e-06, 2.91e-06, 2.66e-06, 4.91e-07, 2.97e-07, 1.87e-05, 4.13e-07, 7.77e-08, 2.26e-05, 2.23e-05, 3.71e-05, 3.42e-06, 4.17e-07, 4.09e-07, 3.46e-08, 5.70e-08, 0.00e+00, 0.00e+00, 2.27e-05, 9.30e-07]    [3.19e-06, 2.49e-06, 2.27e-06, 2.91e-06, 2.66e-06, 4.91e-07, 2.97e-07, 1.87e-05, 4.13e-07, 7.77e-08, 2.26e-05, 2.23e-05, 3.71e-05, 3.42e-06, 4.17e-07, 4.09e-07, 3.46e-08, 5.70e-08, 0.00e+00, 0.00e+00, 2.27e-05, 9.30e-07]    []  
110100    [2.61e-06, 2.53e-06, 2.24e-06, 2.91e-06, 2.65e-06, 5.47e-07, 3.24e-07, 3.11e-08, 1.01e-08, 1.37e-07, 9.17e-06, 8.62e-06, 1.82e-05, 6.74e-06, 7.97e-08, 6.79e-08, 2.84e-07, 2.74e-07, 5.38e-09, 1.90e-10, 7.02e-08, 1.21e-07]    [2.61e-06, 2.53e-06, 2.24e-06, 2.91e-06, 2.65e-06, 5.47e-07, 3.24e-07, 3.11e-08, 1.01e-08, 1.37e-07, 9.17e-06, 8.62e-06, 1.82e-05, 6.74e-06, 7.97e-08, 6.79e-08, 2.84e-07, 2.74e-07, 5.38e-09, 1.90e-10, 7.02e-08, 1.21e-07]    []  
110200    [2.49e-06, 2.62e-06, 2.17e-06, 2.94e-06, 2.62e-06, 1.17e-06, 4.71e-07, 1.04e-03, 5.09e-06, 9.95e-06, 4.24e-05, 1.15e-04, 2.23e-05, 3.21e-04, 0.00e+00, 0.00e+00, 2.63e-08, 0.00e+00, 1.78e-04, 7.43e-07, 1.04e-03, 4.74e-06]    [2.49e-06, 2.62e-06, 2.17e-06, 2.94e-06, 2.62e-06, 1.17e-06, 4.71e-07, 1.04e-03, 5.09e-06, 9.95e-06, 4.24e-05, 1.15e-04, 2.23e-05, 3.21e-04, 0.00e+00, 0.00e+00, 2.63e-08, 0.00e+00, 1.78e-04, 7.43e-07, 1.04e-03, 4.74e-06]    []  
110300    [2.51e-05, 1.73e-05, 1.55e-05, 1.23e-05, 9.21e-06, 4.97e-06, 3.89e-06, 1.33e-07, 1.37e-05, 3.81e-05, 7.74e-04, 8.05e-04, 2.96e-03, 1.51e-03, 5.02e-06, 5.67e-07, 1.06e-05, 5.06e-05, 0.00e+00, 2.34e-06, 4.19e-07, 1.30e-05]    [2.51e-05, 1.73e-05, 1.55e-05, 1.23e-05, 9.21e-06, 4.97e-06, 3.89e-06, 1.33e-07, 1.37e-05, 3.81e-05, 7.74e-04, 8.05e-04, 2.96e-03, 1.51e-03, 5.02e-06, 5.67e-07, 1.06e-05, 5.06e-05, 0.00e+00, 2.34e-06, 4.19e-07, 1.30e-05]    []  
110400    [6.93e-06, 3.73e-06, 3.29e-06, 3.60e-06, 1.92e-06, 2.33e-06, 1.40e-06, 1.56e-07, 1.42e-09, 3.00e-08, 3.69e-05, 5.42e-04, 5.78e-04, 1.04e-06, 3.20e-09, 0.00e+00, 1.38e-07, 5.82e-08, 7.30e-09, 2.70e-12, 6.56e-08, 2.75e-08]    [6.93e-06, 3.73e-06, 3.29e-06, 3.60e-06, 1.92e-06, 2.33e-06, 1.40e-06, 1.56e-07, 1.42e-09, 3.00e-08, 3.69e-05, 5.42e-04, 5.78e-04, 1.04e-06, 3.20e-09, 0.00e+00, 1.38e-07, 5.82e-08, 7.30e-09, 2.70e-12, 6.56e-08, 2.75e-08]    []  
110500    [2.81e-06, 1.90e-06, 1.58e-06, 3.87e-06, 1.71e-06, 1.42e-06, 9.23e-07, 9.67e-10, 2.21e-06, 7.12e-08, 2.78e-05, 1.75e-04, 1.41e-04, 4.22e-07, 1.66e-07, 1.12e-07, 1.62e-06, 1.18e-06, 0.00e+00, 9.53e-08, 2.90e-06, 1.37e-06]    [2.81e-06, 1.90e-06, 1.58e-06, 3.87e-06, 1.71e-06, 1.42e-06, 9.23e-07, 9.67e-10, 2.21e-06, 7.12e-08, 2.78e-05, 1.75e-04, 1.41e-04, 4.22e-07, 1.66e-07, 1.12e-07, 1.62e-06, 1.18e-06, 0.00e+00, 9.53e-08, 2.90e-06, 1.37e-06]    []  
110600    [1.72e-05, 5.79e-06, 6.14e-06, 7.03e-06, 5.09e-06, 1.40e-06, 9.81e-07, 4.11e-07, 1.69e-07, 1.42e-07, 7.18e-05, 6.83e-04, 7.79e-04, 9.28e-06, 0.00e+00, 2.09e-07, 1.94e-06, 7.40e-07, 2.22e-07, 1.85e-08, 2.83e-07, 1.30e-07]    [1.72e-05, 5.79e-06, 6.14e-06, 7.03e-06, 5.09e-06, 1.40e-06, 9.81e-07, 4.11e-07, 1.69e-07, 1.42e-07, 7.18e-05, 6.83e-04, 7.79e-04, 9.28e-06, 0.00e+00, 2.09e-07, 1.94e-06, 7.40e-07, 2.22e-07, 1.85e-08, 2.83e-07, 1.30e-07]    []  
110700    [8.53e-06, 2.04e-06, 2.50e-06, 2.31e-06, 6.60e-07, 4.43e-07, 2.27e-07, 3.35e-08, 5.83e-08, 6.00e-08, 1.77e-05, 2.65e-04, 2.39e-04, 1.14e-06, 2.09e-08, 7.37e-08, 5.81e-07, 3.24e-07, 1.55e-08, 8.38e-09, 2.34e-07, 1.27e-07]    [8.53e-06, 2.04e-06, 2.50e-06, 2.31e-06, 6.60e-07, 4.43e-07, 2.27e-07, 3.35e-08, 5.83e-08, 6.00e-08, 1.77e-05, 2.65e-04, 2.39e-04, 1.14e-06, 2.09e-08, 7.37e-08, 5.81e-07, 3.24e-07, 1.55e-08, 8.38e-09, 2.34e-07, 1.27e-07]    []  
110800    [7.02e-06, 1.15e-06, 1.09e-06, 2.99e-06, 9.06e-07, 4.58e-07, 2.54e-07, 7.37e-07, 2.48e-07, 5.22e-08, 3.85e-05, 1.78e-04, 1.34e-04, 2.39e-07, 4.33e-08, 4.78e-08, 9.99e-07, 8.95e-07, 5.26e-08, 1.47e-08, 8.53e-07, 4.24e-07]    [7.02e-06, 1.15e-06, 1.09e-06, 2.99e-06, 9.06e-07, 4.58e-07, 2.54e-07, 7.37e-07, 2.48e-07, 5.22e-08, 3.85e-05, 1.78e-04, 1.34e-04, 2.39e-07, 4.33e-08, 4.78e-08, 9.99e-07, 8.95e-07, 5.26e-08, 1.47e-08, 8.53e-07, 4.24e-07]    []  
110900    [6.01e-06, 1.16e-06, 1.06e-06, 2.89e-06, 9.24e-07, 5.31e-07, 2.76e-07, 3.13e-07, 3.90e-07, 3.74e-08, 3.23e-05, 1.63e-04, 1.20e-04, 1.89e-07, 4.70e-08, 5.39e-08, 8.59e-07, 7.68e-07, 1.01e-10, 0.00e+00, 1.02e-06, 9.74e-07]    [6.01e-06, 1.16e-06, 1.06e-06, 2.89e-06, 9.24e-07, 5.31e-07, 2.76e-07, 3.13e-07, 3.90e-07, 3.74e-08, 3.23e-05, 1.63e-04, 1.20e-04, 1.89e-07, 4.70e-08, 5.39e-08, 8.59e-07, 7.68e-07, 1.01e-10, 0.00e+00, 1.02e-06, 9.74e-07]    []  
111000    [5.24e-06, 1.16e-06, 1.06e-06, 2.68e-06, 9.28e-07, 5.96e-07, 3.17e-07, 1.43e-07, 7.21e-07, 2.26e-08, 2.81e-05, 1.52e-04, 1.09e-04, 1.48e-07, 4.97e-08, 5.97e-08, 7.25e-07, 6.64e-07, 5.13e-09, 0.00e+00, 3.80e-07, 2.76e-06]    [5.24e-06, 1.16e-06, 1.06e-06, 2.68e-06, 9.28e-07, 5.96e-07, 3.17e-07, 1.43e-07, 7.21e-07, 2.26e-08, 2.81e-05, 1.52e-04, 1.09e-04, 1.48e-07, 4.97e-08, 5.97e-08, 7.25e-07, 6.64e-07, 5.13e-09, 0.00e+00, 3.80e-07, 2.76e-06]    []  
111100    [5.45e-06, 1.23e-06, 1.20e-06, 2.06e-06, 7.26e-07, 6.76e-07, 3.61e-07, 1.78e-06, 1.49e-06, 8.35e-07, 2.76e-05, 1.45e-04, 1.13e-04, 2.61e-05, 1.12e-07, 1.69e-07, 1.38e-06, 1.35e-06, 1.80e-07, 9.55e-08, 1.47e-06, 7.30e-07]    [5.45e-06, 1.23e-06, 1.20e-06, 2.06e-06, 7.26e-07, 6.76e-07, 3.61e-07, 1.78e-06, 1.49e-06, 8.35e-07, 2.76e-05, 1.45e-04, 1.13e-04, 2.61e-05, 1.12e-07, 1.69e-07, 1.38e-06, 1.35e-06, 1.80e-07, 9.55e-08, 1.47e-06, 7.30e-07]    []  
111200    [4.19e-06, 1.18e-06, 1.14e-06, 2.16e-06, 8.99e-07, 7.12e-07, 3.83e-07, 8.82e-07, 3.65e-06, 4.99e-08, 2.02e-05, 1.36e-04, 9.17e-05, 8.49e-08, 5.55e-08, 6.27e-08, 4.53e-07, 4.10e-07, 5.82e-08, 2.35e-07, 8.20e-07, 1.22e-06]    [4.19e-06, 1.18e-06, 1.14e-06, 2.16e-06, 8.99e-07, 7.12e-07, 3.83e-07, 8.82e-07, 3.65e-06, 4.99e-08, 2.02e-05, 1.36e-04, 9.17e-05, 8.49e-08, 5.55e-08, 6.27e-08, 4.53e-07, 4.10e-07, 5.82e-08, 2.35e-07, 8.20e-07, 1.22e-06]    []  
111300    [3.73e-06, 1.22e-06, 1.14e-06, 2.57e-06, 1.00e-06, 8.12e-07, 4.75e-07, 2.44e-08, 4.33e-08, 1.83e-06, 3.88e-05, 1.58e-04, 1.67e-04, 1.44e-04, 0.00e+00, 0.00e+00, 1.91e-08, 1.12e-08, 1.77e-10, 2.94e-09, 1.79e-07, 1.22e-07]    [3.73e-06, 1.22e-06, 1.14e-06, 2.57e-06, 1.00e-06, 8.12e-07, 4.75e-07, 2.44e-08, 4.33e-08, 1.83e-06, 3.88e-05, 1.58e-04, 1.67e-04, 1.44e-04, 0.00e+00, 0.00e+00, 1.91e-08, 1.12e-08, 1.77e-10, 2.94e-09, 1.79e-07, 1.22e-07]    []  
111400    [3.33e-06, 1.14e-06, 1.17e-06, 2.13e-06, 9.42e-07, 9.12e-07, 5.18e-07, 9.35e-06, 1.27e-08, 1.57e-06, 3.02e-05, 1.47e-04, 1.42e-04, 1.03e-04, 0.00e+00, 2.34e-10, 1.53e-08, 1.19e-08, 0.00e+00, 1.79e-09, 7.99e-06, 7.75e-08]    [3.33e-06, 1.14e-06, 1.17e-06, 2.13e-06, 9.42e-07, 9.12e-07, 5.18e-07, 9.35e-06, 1.27e-08, 1.57e-06, 3.02e-05, 1.47e-04, 1.42e-04, 1.03e-04, 0.00e+00, 2.34e-10, 1.53e-08, 1.19e-08, 0.00e+00, 1.79e-09, 7.99e-06, 7.75e-08]    []  
111500    [4.24e-06, 1.23e-06, 1.18e-06, 1.88e-06, 9.43e-07, 9.50e-07, 5.33e-07, 1.37e-04, 4.77e-08, 3.40e-07, 3.34e-05, 1.30e-04, 1.09e-04, 3.94e-05, 3.07e-07, 3.25e-07, 1.13e-06, 1.09e-06, 1.60e-05, 3.46e-09, 9.58e-05, 1.03e-07]    [4.24e-06, 1.23e-06, 1.18e-06, 1.88e-06, 9.43e-07, 9.50e-07, 5.33e-07, 1.37e-04, 4.77e-08, 3.40e-07, 3.34e-05, 1.30e-04, 1.09e-04, 3.94e-05, 3.07e-07, 3.25e-07, 1.13e-06, 1.09e-06, 1.60e-05, 3.46e-09, 9.58e-05, 1.03e-07]    []  
111600    [3.14e-06, 1.16e-06, 1.19e-06, 2.22e-06, 1.10e-06, 1.05e-06, 6.12e-07, 2.65e-06, 4.50e-10, 3.95e-06, 4.34e-05, 1.66e-04, 1.98e-04, 2.55e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.10e-07, 1.60e-09, 1.11e-06, 2.00e-07]    [3.14e-06, 1.16e-06, 1.19e-06, 2.22e-06, 1.10e-06, 1.05e-06, 6.12e-07, 2.65e-06, 4.50e-10, 3.95e-06, 4.34e-05, 1.66e-04, 1.98e-04, 2.55e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.10e-07, 1.60e-09, 1.11e-06, 2.00e-07]    []  
111700    [4.21e-06, 1.16e-06, 1.28e-06, 2.43e-06, 1.27e-06, 1.18e-06, 7.11e-07, 1.08e-04, 4.58e-09, 1.25e-05, 1.24e-04, 2.67e-04, 4.99e-04, 8.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.33e-11, 1.16e-04, 5.67e-07]    [4.21e-06, 1.16e-06, 1.28e-06, 2.43e-06, 1.27e-06, 1.18e-06, 7.11e-07, 1.08e-04, 4.58e-09, 1.25e-05, 1.24e-04, 2.67e-04, 4.99e-04, 8.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.33e-11, 1.16e-04, 5.67e-07]    []  
111800    [3.96e-06, 1.10e-06, 1.12e-06, 1.53e-06, 8.18e-07, 1.16e-06, 6.36e-07, 2.88e-05, 4.00e-08, 4.60e-07, 3.38e-05, 1.22e-04, 1.20e-04, 6.41e-05, 5.37e-07, 5.21e-07, 5.07e-07, 5.67e-07, 3.02e-06, 6.18e-09, 1.95e-05, 1.25e-07]    [3.96e-06, 1.10e-06, 1.12e-06, 1.53e-06, 8.18e-07, 1.16e-06, 6.36e-07, 2.88e-05, 4.00e-08, 4.60e-07, 3.38e-05, 1.22e-04, 1.20e-04, 6.41e-05, 5.37e-07, 5.21e-07, 5.07e-07, 5.67e-07, 3.02e-06, 6.18e-09, 1.95e-05, 1.25e-07]    []  
111900    [3.29e-06, 1.04e-06, 1.08e-06, 1.53e-06, 8.34e-07, 1.22e-06, 6.97e-07, 5.14e-08, 1.02e-09, 1.01e-07, 1.80e-05, 1.11e-04, 8.16e-05, 1.85e-05, 2.20e-07, 2.27e-07, 1.55e-07, 1.45e-07, 1.64e-09, 1.02e-09, 2.17e-07, 2.41e-07]    [3.29e-06, 1.04e-06, 1.08e-06, 1.53e-06, 8.34e-07, 1.22e-06, 6.97e-07, 5.14e-08, 1.02e-09, 1.01e-07, 1.80e-05, 1.11e-04, 8.16e-05, 1.85e-05, 2.20e-07, 2.27e-07, 1.55e-07, 1.45e-07, 1.64e-09, 1.02e-09, 2.17e-07, 2.41e-07]    []  
112000    [2.92e-06, 1.19e-06, 1.27e-06, 1.52e-06, 7.95e-07, 1.55e-06, 8.88e-07, 1.20e-06, 3.28e-07, 1.20e-07, 7.53e-06, 1.01e-04, 6.79e-05, 1.68e-07, 6.60e-08, 7.17e-08, 4.07e-08, 2.25e-08, 3.27e-08, 4.47e-09, 3.85e-07, 1.25e-07]    [2.92e-06, 1.19e-06, 1.27e-06, 1.52e-06, 7.95e-07, 1.55e-06, 8.88e-07, 1.20e-06, 3.28e-07, 1.20e-07, 7.53e-06, 1.01e-04, 6.79e-05, 1.68e-07, 6.60e-08, 7.17e-08, 4.07e-08, 2.25e-08, 3.27e-08, 4.47e-09, 3.85e-07, 1.25e-07]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 43.770663 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
112000    [2.92e-06, 1.19e-06, 1.27e-06, 1.52e-06, 7.95e-07, 1.55e-06, 8.88e-07, 1.20e-06, 3.28e-07, 1.20e-07, 7.53e-06, 1.01e-04, 6.79e-05, 1.68e-07, 6.60e-08, 7.17e-08, 4.07e-08, 2.25e-08, 3.27e-08, 4.47e-09, 3.85e-07, 1.25e-07]    [2.92e-06, 1.19e-06, 1.27e-06, 1.52e-06, 7.95e-07, 1.55e-06, 8.88e-07, 1.20e-06, 3.28e-07, 1.20e-07, 7.53e-06, 1.01e-04, 6.79e-05, 1.68e-07, 6.60e-08, 7.17e-08, 4.07e-08, 2.25e-08, 3.27e-08, 4.47e-09, 3.85e-07, 1.25e-07]    []  
112100    [2.11e-05, 2.06e-06, 1.90e-06, 2.29e-06, 2.02e-06, 1.89e-06, 1.35e-06, 3.94e-07, 1.23e-05, 8.92e-05, 2.26e-04, 6.45e-04, 1.11e-03, 3.91e-03, 4.65e-05, 4.80e-05, 1.24e-05, 1.39e-05, 5.82e-09, 1.50e-06, 1.32e-07, 8.50e-06]    [2.11e-05, 2.06e-06, 1.90e-06, 2.29e-06, 2.02e-06, 1.89e-06, 1.35e-06, 3.94e-07, 1.23e-05, 8.92e-05, 2.26e-04, 6.45e-04, 1.11e-03, 3.91e-03, 4.65e-05, 4.80e-05, 1.24e-05, 1.39e-05, 5.82e-09, 1.50e-06, 1.32e-07, 8.50e-06]    []  
112200    [4.04e-06, 1.38e-06, 1.40e-06, 2.18e-06, 1.25e-06, 1.71e-06, 1.03e-06, 1.31e-07, 2.46e-08, 4.22e-06, 2.32e-04, 2.10e-04, 5.40e-04, 3.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.28e-09, 2.49e-10, 2.39e-08, 2.83e-08]    [4.04e-06, 1.38e-06, 1.40e-06, 2.18e-06, 1.25e-06, 1.71e-06, 1.03e-06, 1.31e-07, 2.46e-08, 4.22e-06, 2.32e-04, 2.10e-04, 5.40e-04, 3.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.28e-09, 2.49e-10, 2.39e-08, 2.83e-08]    []  
112300    [2.53e-06, 1.23e-06, 1.24e-06, 1.54e-06, 8.59e-07, 1.61e-06, 9.86e-07, 9.02e-11, 5.64e-08, 3.14e-08, 6.23e-06, 9.58e-05, 6.45e-05, 3.68e-07, 4.91e-08, 5.01e-08, 2.27e-09, 2.12e-11, 4.91e-13, 6.38e-10, 1.23e-07, 1.79e-08]    [2.53e-06, 1.23e-06, 1.24e-06, 1.54e-06, 8.59e-07, 1.61e-06, 9.86e-07, 9.02e-11, 5.64e-08, 3.14e-08, 6.23e-06, 9.58e-05, 6.45e-05, 3.68e-07, 4.91e-08, 5.01e-08, 2.27e-09, 2.12e-11, 4.91e-13, 6.38e-10, 1.23e-07, 1.79e-08]    []  
112400    [2.53e-06, 1.12e-06, 1.20e-06, 1.35e-06, 6.59e-07, 1.84e-06, 1.33e-06, 5.53e-05, 3.79e-05, 8.23e-08, 8.87e-06, 9.63e-05, 7.19e-05, 1.99e-05, 6.13e-07, 6.96e-07, 1.73e-07, 1.34e-07, 0.00e+00, 4.44e-06, 7.07e-05, 2.72e-05]    [2.53e-06, 1.12e-06, 1.20e-06, 1.35e-06, 6.59e-07, 1.84e-06, 1.33e-06, 5.53e-05, 3.79e-05, 8.23e-08, 8.87e-06, 9.63e-05, 7.19e-05, 1.99e-05, 6.13e-07, 6.96e-07, 1.73e-07, 1.34e-07, 0.00e+00, 4.44e-06, 7.07e-05, 2.72e-05]    []  
112500    [2.57e-06, 1.34e-06, 1.26e-06, 2.01e-06, 1.08e-06, 2.09e-06, 1.33e-06, 6.80e-08, 4.80e-10, 1.09e-05, 2.92e-05, 1.89e-04, 2.04e-04, 5.66e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.50e-09, 0.00e+00, 3.15e-08, 7.14e-08]    [2.57e-06, 1.34e-06, 1.26e-06, 2.01e-06, 1.08e-06, 2.09e-06, 1.33e-06, 6.80e-08, 4.80e-10, 1.09e-05, 2.92e-05, 1.89e-04, 2.04e-04, 5.66e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.50e-09, 0.00e+00, 3.15e-08, 7.14e-08]    []  
112600    [2.01e-06, 1.10e-06, 1.11e-06, 1.54e-06, 8.39e-07, 2.03e-06, 1.29e-06, 1.18e-08, 6.44e-09, 3.24e-08, 5.86e-06, 9.07e-05, 6.09e-05, 2.60e-06, 4.75e-08, 4.45e-08, 0.00e+00, 0.00e+00, 2.85e-10, 2.43e-10, 8.56e-09, 5.14e-09]    [2.01e-06, 1.10e-06, 1.11e-06, 1.54e-06, 8.39e-07, 2.03e-06, 1.29e-06, 1.18e-08, 6.44e-09, 3.24e-08, 5.86e-06, 9.07e-05, 6.09e-05, 2.60e-06, 4.75e-08, 4.45e-08, 0.00e+00, 0.00e+00, 2.85e-10, 2.43e-10, 8.56e-09, 5.14e-09]    []  
112700    [1.85e-06, 1.15e-06, 1.15e-06, 1.61e-06, 8.61e-07, 2.06e-06, 1.30e-06, 4.57e-09, 2.41e-09, 5.64e-07, 9.04e-06, 9.56e-05, 7.68e-05, 4.21e-05, 4.29e-11, 0.00e+00, 0.00e+00, 0.00e+00, 5.36e-11, 5.00e-11, 7.87e-09, 4.49e-09]    [1.85e-06, 1.15e-06, 1.15e-06, 1.61e-06, 8.61e-07, 2.06e-06, 1.30e-06, 4.57e-09, 2.41e-09, 5.64e-07, 9.04e-06, 9.56e-05, 7.68e-05, 4.21e-05, 4.29e-11, 0.00e+00, 0.00e+00, 0.00e+00, 5.36e-11, 5.00e-11, 7.87e-09, 4.49e-09]    []  
112800    [5.34e-06, 1.32e-06, 1.26e-06, 1.52e-06, 9.43e-07, 1.96e-06, 1.28e-06, 3.74e-09, 1.44e-09, 1.07e-05, 2.73e-05, 1.43e-04, 1.80e-04, 4.58e-04, 5.42e-06, 5.25e-06, 1.34e-06, 1.36e-06, 4.66e-11, 3.46e-11, 4.39e-09, 2.54e-09]    [5.34e-06, 1.32e-06, 1.26e-06, 1.52e-06, 9.43e-07, 1.96e-06, 1.28e-06, 3.74e-09, 1.44e-09, 1.07e-05, 2.73e-05, 1.43e-04, 1.80e-04, 4.58e-04, 5.42e-06, 5.25e-06, 1.34e-06, 1.36e-06, 4.66e-11, 3.46e-11, 4.39e-09, 2.54e-09]    []  
112900    [2.06e-06, 1.30e-06, 1.21e-06, 1.63e-06, 9.43e-07, 1.95e-06, 1.22e-06, 2.50e-09, 1.44e-09, 1.86e-07, 1.50e-05, 8.27e-05, 9.18e-05, 3.02e-05, 3.49e-09, 1.27e-09, 0.00e+00, 0.00e+00, 3.40e-11, 6.10e-11, 2.45e-09, 1.25e-09]    [2.06e-06, 1.30e-06, 1.21e-06, 1.63e-06, 9.43e-07, 1.95e-06, 1.22e-06, 2.50e-09, 1.44e-09, 1.86e-07, 1.50e-05, 8.27e-05, 9.18e-05, 3.02e-05, 3.49e-09, 1.27e-09, 0.00e+00, 0.00e+00, 3.40e-11, 6.10e-11, 2.45e-09, 1.25e-09]    []  
113000    [2.26e-06, 1.63e-06, 1.51e-06, 1.64e-06, 9.92e-07, 1.75e-06, 1.11e-06, 2.77e-09, 1.14e-09, 5.31e-08, 7.80e-06, 6.08e-05, 6.25e-05, 2.56e-06, 1.33e-07, 1.32e-07, 6.32e-09, 6.76e-09, 4.10e-11, 6.04e-11, 1.05e-09, 5.35e-10]    [2.26e-06, 1.63e-06, 1.51e-06, 1.64e-06, 9.92e-07, 1.75e-06, 1.11e-06, 2.77e-09, 1.14e-09, 5.31e-08, 7.80e-06, 6.08e-05, 6.25e-05, 2.56e-06, 1.33e-07, 1.32e-07, 6.32e-09, 6.76e-09, 4.10e-11, 6.04e-11, 1.05e-09, 5.35e-10]    []  
113100    [1.97e-06, 1.89e-06, 1.60e-06, 1.74e-06, 1.05e-06, 1.48e-06, 1.17e-06, 1.51e-11, 8.41e-07, 1.52e-07, 4.18e-05, 5.56e-05, 1.26e-04, 1.98e-05, 1.18e-07, 9.83e-08, 1.26e-07, 1.18e-07, 8.23e-14, 1.39e-07, 4.32e-09, 7.93e-07]    [1.97e-06, 1.89e-06, 1.60e-06, 1.74e-06, 1.05e-06, 1.48e-06, 1.17e-06, 1.51e-11, 8.41e-07, 1.52e-07, 4.18e-05, 5.56e-05, 1.26e-04, 1.98e-05, 1.18e-07, 9.83e-08, 1.26e-07, 1.18e-07, 8.23e-14, 1.39e-07, 4.32e-09, 7.93e-07]    []  
113200    [3.46e-06, 2.89e-06, 2.43e-06, 2.77e-06, 2.12e-06, 1.59e-06, 9.77e-07, 5.01e-05, 9.50e-10, 1.57e-06, 7.96e-05, 8.26e-05, 2.65e-04, 1.94e-04, 3.04e-08, 3.14e-09, 0.00e+00, 0.00e+00, 9.94e-06, 0.00e+00, 4.80e-05, 1.70e-09]    [3.46e-06, 2.89e-06, 2.43e-06, 2.77e-06, 2.12e-06, 1.59e-06, 9.77e-07, 5.01e-05, 9.50e-10, 1.57e-06, 7.96e-05, 8.26e-05, 2.65e-04, 1.94e-04, 3.04e-08, 3.14e-09, 0.00e+00, 0.00e+00, 9.94e-06, 0.00e+00, 4.80e-05, 1.70e-09]    []  
113300    [3.71e-06, 3.03e-06, 2.59e-06, 2.94e-06, 2.35e-06, 1.29e-06, 8.34e-07, 9.32e-11, 1.92e-09, 9.97e-09, 6.46e-05, 6.56e-05, 1.45e-04, 1.43e-05, 1.34e-06, 1.20e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.41e-10, 1.55e-08, 1.43e-09]    [3.71e-06, 3.03e-06, 2.59e-06, 2.94e-06, 2.35e-06, 1.29e-06, 8.34e-07, 9.32e-11, 1.92e-09, 9.97e-09, 6.46e-05, 6.56e-05, 1.45e-04, 1.43e-05, 1.34e-06, 1.20e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.41e-10, 1.55e-08, 1.43e-09]    []  
113400    [3.56e-06, 3.04e-06, 2.57e-06, 3.15e-06, 2.23e-06, 1.39e-06, 9.76e-07, 2.81e-09, 2.16e-09, 1.50e-05, 3.65e-05, 2.04e-04, 4.24e-05, 6.06e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.55e-11, 1.75e-10, 3.31e-09, 1.44e-09]    [3.56e-06, 3.04e-06, 2.57e-06, 3.15e-06, 2.23e-06, 1.39e-06, 9.76e-07, 2.81e-09, 2.16e-09, 1.50e-05, 3.65e-05, 2.04e-04, 4.24e-05, 6.06e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.55e-11, 1.75e-10, 3.31e-09, 1.44e-09]    []  
113500    [3.72e-06, 2.74e-06, 2.35e-06, 2.73e-06, 2.01e-06, 1.02e-06, 6.69e-07, 1.42e-09, 1.05e-08, 3.35e-06, 1.79e-05, 2.55e-05, 9.37e-05, 1.49e-04, 1.63e-06, 1.58e-06, 4.85e-07, 5.09e-07, 7.73e-12, 9.19e-10, 4.54e-09, 5.72e-09]    [3.72e-06, 2.74e-06, 2.35e-06, 2.73e-06, 2.01e-06, 1.02e-06, 6.69e-07, 1.42e-09, 1.05e-08, 3.35e-06, 1.79e-05, 2.55e-05, 9.37e-05, 1.49e-04, 1.63e-06, 1.58e-06, 4.85e-07, 5.09e-07, 7.73e-12, 9.19e-10, 4.54e-09, 5.72e-09]    []  
113600    [7.43e-06, 3.13e-06, 2.72e-06, 2.74e-06, 2.15e-06, 1.12e-06, 9.07e-07, 4.98e-11, 7.87e-09, 1.46e-05, 2.52e-05, 6.91e-05, 1.11e-04, 4.32e-04, 5.57e-06, 5.27e-06, 1.17e-06, 1.16e-06, 2.71e-13, 6.04e-10, 1.19e-08, 3.70e-09]    [7.43e-06, 3.13e-06, 2.72e-06, 2.74e-06, 2.15e-06, 1.12e-06, 9.07e-07, 4.98e-11, 7.87e-09, 1.46e-05, 2.52e-05, 6.91e-05, 1.11e-04, 4.32e-04, 5.57e-06, 5.27e-06, 1.17e-06, 1.16e-06, 2.71e-13, 6.04e-10, 1.19e-08, 3.70e-09]    []  
113700    [2.57e-06, 2.63e-06, 2.23e-06, 2.90e-06, 2.14e-06, 8.11e-07, 5.16e-07, 2.41e-10, 7.12e-09, 5.63e-07, 2.33e-06, 8.52e-06, 1.06e-05, 2.51e-05, 7.65e-07, 6.87e-07, 3.82e-08, 4.35e-08, 0.00e+00, 3.93e-10, 1.18e-08, 2.49e-09]    [2.57e-06, 2.63e-06, 2.23e-06, 2.90e-06, 2.14e-06, 8.11e-07, 5.16e-07, 2.41e-10, 7.12e-09, 5.63e-07, 2.33e-06, 8.52e-06, 1.06e-05, 2.51e-05, 7.65e-07, 6.87e-07, 3.82e-08, 4.35e-08, 0.00e+00, 3.93e-10, 1.18e-08, 2.49e-09]    []  
113800    [4.49e-06, 3.26e-06, 2.62e-06, 3.70e-06, 2.66e-06, 9.25e-07, 7.48e-07, 8.16e-07, 1.69e-05, 1.87e-05, 7.62e-05, 1.60e-04, 4.64e-04, 1.08e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.14e-06, 1.78e-05]    [4.49e-06, 3.26e-06, 2.62e-06, 3.70e-06, 2.66e-06, 9.25e-07, 7.48e-07, 8.16e-07, 1.69e-05, 1.87e-05, 7.62e-05, 1.60e-04, 4.64e-04, 1.08e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.14e-06, 1.78e-05]    []  
113900    [1.07e-05, 4.05e-06, 3.51e-06, 4.59e-06, 3.28e-06, 1.49e-06, 1.40e-06, 5.52e-09, 5.60e-12, 5.13e-05, 9.02e-05, 5.97e-04, 2.03e-04, 2.25e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.25e-11, 3.05e-14, 4.64e-09, 7.99e-09]    [1.07e-05, 4.05e-06, 3.51e-06, 4.59e-06, 3.28e-06, 1.49e-06, 1.40e-06, 5.52e-09, 5.60e-12, 5.13e-05, 9.02e-05, 5.97e-04, 2.03e-04, 2.25e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.25e-11, 3.05e-14, 4.64e-09, 7.99e-09]    []  
114000    [1.62e-06, 2.52e-06, 2.12e-06, 2.89e-06, 2.12e-06, 6.06e-07, 4.06e-07, 3.83e-09, 2.15e-09, 7.98e-08, 8.38e-07, 2.87e-06, 3.84e-06, 2.34e-06, 3.86e-08, 2.54e-08, 0.00e+00, 0.00e+00, 2.21e-11, 1.31e-11, 6.81e-09, 4.45e-09]    [1.62e-06, 2.52e-06, 2.12e-06, 2.89e-06, 2.12e-06, 6.06e-07, 4.06e-07, 3.83e-09, 2.15e-09, 7.98e-08, 8.38e-07, 2.87e-06, 3.84e-06, 2.34e-06, 3.86e-08, 2.54e-08, 0.00e+00, 0.00e+00, 2.21e-11, 1.31e-11, 6.81e-09, 4.45e-09]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 44.923627 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
114000    [1.62e-06, 2.52e-06, 2.12e-06, 2.89e-06, 2.12e-06, 6.06e-07, 4.06e-07, 3.83e-09, 2.15e-09, 7.98e-08, 8.38e-07, 2.87e-06, 3.84e-06, 2.34e-06, 3.86e-08, 2.54e-08, 0.00e+00, 0.00e+00, 2.21e-11, 1.31e-11, 6.81e-09, 4.45e-09]    [1.62e-06, 2.52e-06, 2.12e-06, 2.89e-06, 2.12e-06, 6.06e-07, 4.06e-07, 3.83e-09, 2.15e-09, 7.98e-08, 8.38e-07, 2.87e-06, 3.84e-06, 2.34e-06, 3.86e-08, 2.54e-08, 0.00e+00, 0.00e+00, 2.21e-11, 1.31e-11, 6.81e-09, 4.45e-09]    []  
114100    [1.54e-06, 2.50e-06, 2.09e-06, 2.88e-06, 2.10e-06, 5.17e-07, 3.26e-07, 1.01e-08, 7.57e-09, 6.24e-08, 8.46e-07, 2.02e-06, 2.49e-06, 3.39e-07, 1.71e-08, 1.07e-08, 0.00e+00, 0.00e+00, 7.89e-11, 7.18e-11, 6.06e-09, 4.27e-09]    [1.54e-06, 2.50e-06, 2.09e-06, 2.88e-06, 2.10e-06, 5.17e-07, 3.26e-07, 1.01e-08, 7.57e-09, 6.24e-08, 8.46e-07, 2.02e-06, 2.49e-06, 3.39e-07, 1.71e-08, 1.07e-08, 0.00e+00, 0.00e+00, 7.89e-11, 7.18e-11, 6.06e-09, 4.27e-09]    []  
114200    [1.29e-06, 2.52e-06, 2.09e-06, 2.87e-06, 2.10e-06, 5.13e-07, 3.11e-07, 1.34e-08, 9.38e-10, 5.15e-07, 2.61e-06, 6.80e-06, 2.48e-06, 1.42e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.37e-10, 5.24e-12, 6.25e-09, 9.11e-09]    [1.29e-06, 2.52e-06, 2.09e-06, 2.87e-06, 2.10e-06, 5.13e-07, 3.11e-07, 1.34e-08, 9.38e-10, 5.15e-07, 2.61e-06, 6.80e-06, 2.48e-06, 1.42e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.37e-10, 5.24e-12, 6.25e-09, 9.11e-09]    []  
114300    [1.38e-06, 2.50e-06, 2.08e-06, 2.82e-06, 2.10e-06, 4.44e-07, 2.61e-07, 2.91e-08, 3.01e-09, 3.64e-09, 4.25e-06, 2.71e-06, 9.81e-06, 2.07e-06, 2.53e-08, 2.07e-08, 1.95e-09, 1.24e-09, 8.57e-10, 3.54e-11, 6.62e-09, 8.04e-09]    [1.38e-06, 2.50e-06, 2.08e-06, 2.82e-06, 2.10e-06, 4.44e-07, 2.61e-07, 2.91e-08, 3.01e-09, 3.64e-09, 4.25e-06, 2.71e-06, 9.81e-06, 2.07e-06, 2.53e-08, 2.07e-08, 1.95e-09, 1.24e-09, 8.57e-10, 3.54e-11, 6.62e-09, 8.04e-09]    []  
114400    [1.24e-06, 2.53e-06, 2.09e-06, 2.91e-06, 2.18e-06, 5.82e-07, 2.13e-07, 1.57e-06, 3.86e-12, 2.96e-08, 3.64e-06, 4.32e-06, 1.14e-05, 5.83e-06, 4.82e-08, 2.32e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.25e-06, 4.46e-08]    [1.24e-06, 2.53e-06, 2.09e-06, 2.91e-06, 2.18e-06, 5.82e-07, 2.13e-07, 1.57e-06, 3.86e-12, 2.96e-08, 3.64e-06, 4.32e-06, 1.14e-05, 5.83e-06, 4.82e-08, 2.32e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.25e-06, 4.46e-08]    []  
114500    [1.16e-06, 2.50e-06, 2.07e-06, 2.81e-06, 2.15e-06, 5.24e-07, 2.11e-07, 4.62e-09, 1.14e-07, 4.53e-08, 3.33e-07, 1.23e-06, 1.20e-06, 1.09e-06, 4.86e-09, 1.40e-09, 0.00e+00, 0.00e+00, 4.81e-11, 0.00e+00, 7.98e-09, 1.93e-07]    [1.16e-06, 2.50e-06, 2.07e-06, 2.81e-06, 2.15e-06, 5.24e-07, 2.11e-07, 4.62e-09, 1.14e-07, 4.53e-08, 3.33e-07, 1.23e-06, 1.20e-06, 1.09e-06, 4.86e-09, 1.40e-09, 0.00e+00, 0.00e+00, 4.81e-11, 0.00e+00, 7.98e-09, 1.93e-07]    []  
114600    [1.13e-06, 2.50e-06, 2.04e-06, 2.81e-06, 2.11e-06, 4.47e-07, 1.94e-07, 9.45e-10, 9.67e-06, 2.61e-08, 2.10e-06, 2.24e-06, 3.05e-06, 5.61e-07, 4.63e-10, 1.01e-10, 0.00e+00, 0.00e+00, 5.15e-12, 0.00e+00, 1.56e-08, 1.05e-05]    [1.13e-06, 2.50e-06, 2.04e-06, 2.81e-06, 2.11e-06, 4.47e-07, 1.94e-07, 9.45e-10, 9.67e-06, 2.61e-08, 2.10e-06, 2.24e-06, 3.05e-06, 5.61e-07, 4.63e-10, 1.01e-10, 0.00e+00, 0.00e+00, 5.15e-12, 0.00e+00, 1.56e-08, 1.05e-05]    []  
114700    [3.94e-06, 2.78e-06, 2.16e-06, 3.14e-06, 2.37e-06, 4.48e-07, 4.78e-07, 2.86e-08, 1.29e-08, 9.52e-06, 1.94e-04, 1.33e-04, 1.86e-04, 3.65e-05, 1.07e-06, 9.98e-07, 0.00e+00, 0.00e+00, 7.91e-10, 0.00e+00, 1.32e-08, 6.97e-08]    [3.94e-06, 2.78e-06, 2.16e-06, 3.14e-06, 2.37e-06, 4.48e-07, 4.78e-07, 2.86e-08, 1.29e-08, 9.52e-06, 1.94e-04, 1.33e-04, 1.86e-04, 3.65e-05, 1.07e-06, 9.98e-07, 0.00e+00, 0.00e+00, 7.91e-10, 0.00e+00, 1.32e-08, 6.97e-08]    []  
114800    [1.24e-06, 2.51e-06, 2.05e-06, 2.79e-06, 2.17e-06, 4.04e-07, 1.95e-07, 1.81e-09, 3.01e-10, 3.82e-10, 2.58e-07, 1.06e-06, 1.19e-06, 3.57e-08, 1.58e-08, 9.43e-09, 0.00e+00, 6.10e-12, 0.00e+00, 3.55e-12, 2.82e-08, 7.55e-09]    [1.24e-06, 2.51e-06, 2.05e-06, 2.79e-06, 2.17e-06, 4.04e-07, 1.95e-07, 1.81e-09, 3.01e-10, 3.82e-10, 2.58e-07, 1.06e-06, 1.19e-06, 3.57e-08, 1.58e-08, 9.43e-09, 0.00e+00, 6.10e-12, 0.00e+00, 3.55e-12, 2.82e-08, 7.55e-09]    []  
114900    [1.44e-06, 2.54e-06, 2.02e-06, 2.98e-06, 2.18e-06, 3.78e-07, 1.80e-07, 1.26e-08, 1.60e-08, 1.71e-07, 2.06e-06, 1.94e-06, 4.14e-06, 9.21e-07, 3.48e-08, 2.17e-08, 8.94e-10, 3.31e-09, 6.83e-10, 1.04e-09, 4.48e-09, 4.88e-09]    [1.44e-06, 2.54e-06, 2.02e-06, 2.98e-06, 2.18e-06, 3.78e-07, 1.80e-07, 1.26e-08, 1.60e-08, 1.71e-07, 2.06e-06, 1.94e-06, 4.14e-06, 9.21e-07, 3.48e-08, 2.17e-08, 8.94e-10, 3.31e-09, 6.83e-10, 1.04e-09, 4.48e-09, 4.88e-09]    []  
115000    [9.80e-07, 2.57e-06, 2.05e-06, 2.83e-06, 2.21e-06, 4.06e-07, 2.15e-07, 2.62e-10, 1.83e-05, 8.50e-07, 2.17e-06, 7.84e-06, 1.51e-05, 4.26e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.43e-12, 0.00e+00, 1.57e-08, 1.94e-05]    [9.80e-07, 2.57e-06, 2.05e-06, 2.83e-06, 2.21e-06, 4.06e-07, 2.15e-07, 2.62e-10, 1.83e-05, 8.50e-07, 2.17e-06, 7.84e-06, 1.51e-05, 4.26e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.43e-12, 0.00e+00, 1.57e-08, 1.94e-05]    []  
115100    [1.20e-06, 2.51e-06, 2.03e-06, 2.71e-06, 2.17e-06, 4.00e-07, 2.23e-07, 5.58e-10, 2.97e-10, 9.02e-09, 4.94e-07, 1.33e-06, 2.26e-06, 1.15e-06, 3.10e-08, 2.16e-08, 5.00e-10, 7.55e-10, 5.65e-12, 4.82e-12, 8.69e-09, 7.19e-09]    [1.20e-06, 2.51e-06, 2.03e-06, 2.71e-06, 2.17e-06, 4.00e-07, 2.23e-07, 5.58e-10, 2.97e-10, 9.02e-09, 4.94e-07, 1.33e-06, 2.26e-06, 1.15e-06, 3.10e-08, 2.16e-08, 5.00e-10, 7.55e-10, 5.65e-12, 4.82e-12, 8.69e-09, 7.19e-09]    []  
115200    [1.51e-06, 2.51e-06, 2.06e-06, 2.91e-06, 2.20e-06, 3.72e-07, 2.15e-07, 7.38e-11, 3.50e-08, 6.02e-07, 3.77e-06, 6.39e-06, 3.19e-06, 6.74e-06, 2.00e-07, 1.95e-07, 0.00e+00, 7.61e-12, 3.81e-12, 2.49e-09, 1.06e-08, 1.23e-08]    [1.51e-06, 2.51e-06, 2.06e-06, 2.91e-06, 2.20e-06, 3.72e-07, 2.15e-07, 7.38e-11, 3.50e-08, 6.02e-07, 3.77e-06, 6.39e-06, 3.19e-06, 6.74e-06, 2.00e-07, 1.95e-07, 0.00e+00, 7.61e-12, 3.81e-12, 2.49e-09, 1.06e-08, 1.23e-08]    []  
115300    [1.09e-06, 2.51e-06, 1.99e-06, 2.67e-06, 2.22e-06, 4.25e-07, 2.19e-07, 6.83e-11, 6.39e-08, 1.90e-08, 3.71e-07, 1.43e-06, 1.88e-06, 1.38e-06, 2.51e-09, 8.42e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.36e-08, 1.20e-07]    [1.09e-06, 2.51e-06, 1.99e-06, 2.67e-06, 2.22e-06, 4.25e-07, 2.19e-07, 6.83e-11, 6.39e-08, 1.90e-08, 3.71e-07, 1.43e-06, 1.88e-06, 1.38e-06, 2.51e-09, 8.42e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.36e-08, 1.20e-07]    []  
115400    [1.49e-06, 2.96e-06, 2.34e-06, 3.17e-06, 2.23e-06, 3.21e-07, 2.83e-07, 2.52e-08, 5.12e-05, 8.13e-07, 3.95e-06, 5.18e-06, 4.51e-06, 1.09e-06, 4.89e-10, 0.00e+00, 0.00e+00, 3.11e-10, 9.76e-10, 1.01e-05, 8.50e-09, 4.94e-05]    [1.49e-06, 2.96e-06, 2.34e-06, 3.17e-06, 2.23e-06, 3.21e-07, 2.83e-07, 2.52e-08, 5.12e-05, 8.13e-07, 3.95e-06, 5.18e-06, 4.51e-06, 1.09e-06, 4.89e-10, 0.00e+00, 0.00e+00, 3.11e-10, 9.76e-10, 1.01e-05, 8.50e-09, 4.94e-05]    []  
115500    [1.18e-06, 2.47e-06, 2.18e-06, 2.72e-06, 2.12e-06, 4.36e-07, 2.34e-07, 5.07e-06, 4.23e-09, 5.16e-10, 3.81e-07, 1.40e-06, 1.28e-06, 3.78e-08, 9.45e-09, 5.67e-09, 1.87e-10, 5.54e-11, 0.00e+00, 0.00e+00, 5.50e-06, 1.87e-08]    [1.18e-06, 2.47e-06, 2.18e-06, 2.72e-06, 2.12e-06, 4.36e-07, 2.34e-07, 5.07e-06, 4.23e-09, 5.16e-10, 3.81e-07, 1.40e-06, 1.28e-06, 3.78e-08, 9.45e-09, 5.67e-09, 1.87e-10, 5.54e-11, 0.00e+00, 0.00e+00, 5.50e-06, 1.87e-08]    []  
115600    [2.34e-06, 3.18e-06, 2.40e-06, 3.00e-06, 2.28e-06, 3.56e-07, 2.98e-07, 1.21e-10, 7.24e-08, 1.75e-07, 2.25e-06, 7.36e-06, 4.45e-06, 2.26e-05, 3.43e-07, 2.94e-07, 7.35e-08, 7.64e-08, 0.00e+00, 0.00e+00, 3.55e-08, 1.70e-07]    [2.34e-06, 3.18e-06, 2.40e-06, 3.00e-06, 2.28e-06, 3.56e-07, 2.98e-07, 1.21e-10, 7.24e-08, 1.75e-07, 2.25e-06, 7.36e-06, 4.45e-06, 2.26e-05, 3.43e-07, 2.94e-07, 7.35e-08, 7.64e-08, 0.00e+00, 0.00e+00, 3.55e-08, 1.70e-07]    []  
115700    [1.24e-06, 2.66e-06, 2.25e-06, 2.77e-06, 2.17e-06, 4.24e-07, 2.72e-07, 9.23e-12, 8.64e-12, 1.31e-10, 4.47e-07, 1.27e-06, 1.02e-06, 2.38e-08, 9.48e-09, 5.78e-09, 4.97e-10, 7.35e-10, 8.42e-12, 1.03e-13, 6.01e-09, 7.63e-09]    [1.24e-06, 2.66e-06, 2.25e-06, 2.77e-06, 2.17e-06, 4.24e-07, 2.72e-07, 9.23e-12, 8.64e-12, 1.31e-10, 4.47e-07, 1.27e-06, 1.02e-06, 2.38e-08, 9.48e-09, 5.78e-09, 4.97e-10, 7.35e-10, 8.42e-12, 1.03e-13, 6.01e-09, 7.63e-09]    []  
115800    [1.82e-06, 2.86e-06, 1.94e-06, 2.51e-06, 2.28e-06, 6.69e-07, 6.86e-07, 1.06e-06, 2.97e-04, 7.75e-07, 1.48e-04, 1.65e-04, 1.25e-04, 8.12e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.85e-05, 1.79e-06, 2.86e-04]    [1.82e-06, 2.86e-06, 1.94e-06, 2.51e-06, 2.28e-06, 6.69e-07, 6.86e-07, 1.06e-06, 2.97e-04, 7.75e-07, 1.48e-04, 1.65e-04, 1.25e-04, 8.12e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.85e-05, 1.79e-06, 2.86e-04]    []  
115900    [1.11e-06, 2.93e-06, 1.88e-06, 2.73e-06, 2.24e-06, 4.69e-07, 2.58e-07, 4.35e-09, 6.53e-09, 5.98e-13, 2.81e-07, 1.36e-06, 1.14e-06, 3.31e-08, 1.14e-08, 7.99e-09, 1.01e-09, 9.31e-10, 4.10e-10, 0.00e+00, 3.31e-09, 2.15e-08]    [1.11e-06, 2.93e-06, 1.88e-06, 2.73e-06, 2.24e-06, 4.69e-07, 2.58e-07, 4.35e-09, 6.53e-09, 5.98e-13, 2.81e-07, 1.36e-06, 1.14e-06, 3.31e-08, 1.14e-08, 7.99e-09, 1.01e-09, 9.31e-10, 4.10e-10, 0.00e+00, 3.31e-09, 2.15e-08]    []  
116000    [1.57e-06, 3.62e-06, 1.73e-06, 3.25e-06, 2.73e-06, 9.60e-07, 3.76e-07, 9.72e-04, 4.78e-09, 1.61e-05, 2.07e-05, 5.75e-05, 7.98e-05, 3.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.20e-04, 2.95e-11, 9.49e-04, 4.14e-08]    [1.57e-06, 3.62e-06, 1.73e-06, 3.25e-06, 2.73e-06, 9.60e-07, 3.76e-07, 9.72e-04, 4.78e-09, 1.61e-05, 2.07e-05, 5.75e-05, 7.98e-05, 3.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.20e-04, 2.95e-11, 9.49e-04, 4.14e-08]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 43.905173 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
116000    [1.57e-06, 3.62e-06, 1.73e-06, 3.25e-06, 2.73e-06, 9.60e-07, 3.76e-07, 9.72e-04, 4.78e-09, 1.61e-05, 2.07e-05, 5.75e-05, 7.98e-05, 3.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.20e-04, 2.95e-11, 9.49e-04, 4.14e-08]    [1.57e-06, 3.62e-06, 1.73e-06, 3.25e-06, 2.73e-06, 9.60e-07, 3.76e-07, 9.72e-04, 4.78e-09, 1.61e-05, 2.07e-05, 5.75e-05, 7.98e-05, 3.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.20e-04, 2.95e-11, 9.49e-04, 4.14e-08]    []  
116100    [1.22e-06, 3.02e-06, 1.60e-06, 2.59e-06, 2.32e-06, 4.27e-07, 2.13e-07, 3.40e-09, 9.04e-10, 1.21e-08, 3.22e-07, 1.49e-06, 1.30e-06, 4.71e-08, 1.40e-08, 1.15e-08, 7.42e-10, 4.88e-10, 1.95e-11, 0.00e+00, 3.98e-08, 4.71e-08]    [1.22e-06, 3.02e-06, 1.60e-06, 2.59e-06, 2.32e-06, 4.27e-07, 2.13e-07, 3.40e-09, 9.04e-10, 1.21e-08, 3.22e-07, 1.49e-06, 1.30e-06, 4.71e-08, 1.40e-08, 1.15e-08, 7.42e-10, 4.88e-10, 1.95e-11, 0.00e+00, 3.98e-08, 4.71e-08]    []  
116200    [1.45e-06, 3.65e-06, 1.63e-06, 2.57e-06, 2.68e-06, 5.50e-07, 2.99e-07, 7.22e-08, 7.32e-08, 1.19e-05, 4.77e-05, 6.67e-05, 2.36e-05, 2.35e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.94e-09, 2.71e-09, 7.20e-08, 4.30e-08]    [1.45e-06, 3.65e-06, 1.63e-06, 2.57e-06, 2.68e-06, 5.50e-07, 2.99e-07, 7.22e-08, 7.32e-08, 1.19e-05, 4.77e-05, 6.67e-05, 2.36e-05, 2.35e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.94e-09, 2.71e-09, 7.20e-08, 4.30e-08]    []  
116300    [1.27e-06, 3.02e-06, 1.56e-06, 2.58e-06, 2.34e-06, 4.37e-07, 1.74e-07, 1.16e-08, 1.91e-08, 7.23e-11, 4.67e-07, 1.38e-06, 1.31e-06, 1.49e-08, 1.71e-08, 1.22e-08, 2.91e-10, 2.50e-10, 3.60e-10, 7.50e-10, 1.78e-08, 9.74e-09]    [1.27e-06, 3.02e-06, 1.56e-06, 2.58e-06, 2.34e-06, 4.37e-07, 1.74e-07, 1.16e-08, 1.91e-08, 7.23e-11, 4.67e-07, 1.38e-06, 1.31e-06, 1.49e-08, 1.71e-08, 1.22e-08, 2.91e-10, 2.50e-10, 3.60e-10, 7.50e-10, 1.78e-08, 9.74e-09]    []  
116400    [1.09e-06, 3.12e-06, 1.53e-06, 2.59e-06, 2.42e-06, 4.50e-07, 1.88e-07, 1.53e-09, 1.35e-08, 3.40e-07, 9.34e-07, 3.85e-06, 3.55e-06, 1.25e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.91e-10, 5.17e-08, 1.11e-08]    [1.09e-06, 3.12e-06, 1.53e-06, 2.59e-06, 2.42e-06, 4.50e-07, 1.88e-07, 1.53e-09, 1.35e-08, 3.40e-07, 9.34e-07, 3.85e-06, 3.55e-06, 1.25e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.91e-10, 5.17e-08, 1.11e-08]    []  
116500    [1.29e-06, 3.03e-06, 1.48e-06, 2.56e-06, 2.38e-06, 4.36e-07, 1.54e-07, 1.31e-08, 9.33e-09, 5.32e-09, 1.30e-06, 2.60e-06, 2.13e-06, 3.50e-07, 5.87e-08, 5.77e-08, 0.00e+00, 0.00e+00, 5.06e-10, 3.84e-10, 1.61e-08, 1.03e-08]    [1.29e-06, 3.03e-06, 1.48e-06, 2.56e-06, 2.38e-06, 4.36e-07, 1.54e-07, 1.31e-08, 9.33e-09, 5.32e-09, 1.30e-06, 2.60e-06, 2.13e-06, 3.50e-07, 5.87e-08, 5.77e-08, 0.00e+00, 0.00e+00, 5.06e-10, 3.84e-10, 1.61e-08, 1.03e-08]    []  
116600    [1.23e-06, 3.09e-06, 1.45e-06, 2.55e-06, 2.38e-06, 4.41e-07, 1.58e-07, 1.61e-08, 7.77e-08, 2.39e-07, 1.74e-06, 2.53e-06, 2.40e-06, 8.66e-07, 1.41e-09, 2.59e-10, 2.06e-11, 6.90e-13, 5.77e-10, 4.33e-09, 1.51e-08, 2.09e-08]    [1.23e-06, 3.09e-06, 1.45e-06, 2.55e-06, 2.38e-06, 4.41e-07, 1.58e-07, 1.61e-08, 7.77e-08, 2.39e-07, 1.74e-06, 2.53e-06, 2.40e-06, 8.66e-07, 1.41e-09, 2.59e-10, 2.06e-11, 6.90e-13, 5.77e-10, 4.33e-09, 1.51e-08, 2.09e-08]    []  
116700    [1.65e-06, 3.12e-06, 1.45e-06, 2.33e-06, 2.41e-06, 4.40e-07, 1.60e-07, 7.80e-08, 1.70e-07, 3.60e-07, 1.10e-05, 1.23e-05, 1.25e-05, 1.70e-06, 0.00e+00, 0.00e+00, 5.52e-09, 2.53e-09, 0.00e+00, 0.00e+00, 2.50e-07, 3.35e-07]    [1.65e-06, 3.12e-06, 1.45e-06, 2.33e-06, 2.41e-06, 4.40e-07, 1.60e-07, 7.80e-08, 1.70e-07, 3.60e-07, 1.10e-05, 1.23e-05, 1.25e-05, 1.70e-06, 0.00e+00, 0.00e+00, 5.52e-09, 2.53e-09, 0.00e+00, 0.00e+00, 2.50e-07, 3.35e-07]    []  
116800    [1.15e-06, 3.29e-06, 1.58e-06, 2.21e-06, 2.37e-06, 5.95e-07, 2.25e-07, 1.06e-07, 9.20e-05, 1.02e-05, 9.81e-05, 1.07e-04, 9.24e-05, 4.99e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.35e-09, 0.00e+00, 2.48e-08, 9.60e-05]    [1.15e-06, 3.29e-06, 1.58e-06, 2.21e-06, 2.37e-06, 5.95e-07, 2.25e-07, 1.06e-07, 9.20e-05, 1.02e-05, 9.81e-05, 1.07e-04, 9.24e-05, 4.99e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.35e-09, 0.00e+00, 2.48e-08, 9.60e-05]    []  
116900    [1.43e-06, 2.87e-06, 1.60e-06, 2.31e-06, 2.33e-06, 4.55e-07, 1.76e-07, 4.15e-08, 9.85e-12, 1.24e-07, 3.83e-06, 4.19e-06, 1.51e-05, 1.61e-05, 1.20e-07, 1.21e-07, 8.12e-08, 8.31e-08, 1.97e-09, 0.00e+00, 9.64e-09, 1.59e-08]    [1.43e-06, 2.87e-06, 1.60e-06, 2.31e-06, 2.33e-06, 4.55e-07, 1.76e-07, 4.15e-08, 9.85e-12, 1.24e-07, 3.83e-06, 4.19e-06, 1.51e-05, 1.61e-05, 1.20e-07, 1.21e-07, 8.12e-08, 8.31e-08, 1.97e-09, 0.00e+00, 9.64e-09, 1.59e-08]    []  
117000    [1.18e-06, 2.95e-06, 1.62e-06, 2.53e-06, 2.20e-06, 4.55e-07, 1.58e-07, 5.75e-09, 3.38e-08, 9.50e-09, 3.63e-07, 1.75e-06, 1.56e-06, 8.45e-08, 1.56e-08, 7.04e-09, 1.44e-09, 1.47e-09, 0.00e+00, 0.00e+00, 4.35e-08, 9.26e-08]    [1.18e-06, 2.95e-06, 1.62e-06, 2.53e-06, 2.20e-06, 4.55e-07, 1.58e-07, 5.75e-09, 3.38e-08, 9.50e-09, 3.63e-07, 1.75e-06, 1.56e-06, 8.45e-08, 1.56e-08, 7.04e-09, 1.44e-09, 1.47e-09, 0.00e+00, 0.00e+00, 4.35e-08, 9.26e-08]    []  
117100    [1.10e-06, 2.86e-06, 1.64e-06, 2.53e-06, 2.22e-06, 5.61e-07, 2.51e-07, 1.06e-07, 2.54e-04, 4.43e-08, 4.37e-07, 1.60e-06, 1.80e-06, 4.87e-07, 2.58e-08, 7.02e-09, 0.00e+00, 6.99e-15, 5.80e-09, 5.76e-05, 3.03e-08, 2.50e-04]    [1.10e-06, 2.86e-06, 1.64e-06, 2.53e-06, 2.22e-06, 5.61e-07, 2.51e-07, 1.06e-07, 2.54e-04, 4.43e-08, 4.37e-07, 1.60e-06, 1.80e-06, 4.87e-07, 2.58e-08, 7.02e-09, 0.00e+00, 6.99e-15, 5.80e-09, 5.76e-05, 3.03e-08, 2.50e-04]    []  
117200    [1.00e-06, 2.90e-06, 1.45e-06, 2.35e-06, 2.23e-06, 5.35e-07, 2.70e-07, 3.43e-07, 5.54e-09, 4.05e-09, 1.12e-06, 2.50e-06, 2.64e-06, 9.08e-07, 5.89e-09, 4.81e-09, 0.00e+00, 1.04e-11, 0.00e+00, 0.00e+00, 5.71e-07, 4.81e-08]    [1.00e-06, 2.90e-06, 1.45e-06, 2.35e-06, 2.23e-06, 5.35e-07, 2.70e-07, 3.43e-07, 5.54e-09, 4.05e-09, 1.12e-06, 2.50e-06, 2.64e-06, 9.08e-07, 5.89e-09, 4.81e-09, 0.00e+00, 1.04e-11, 0.00e+00, 0.00e+00, 5.71e-07, 4.81e-08]    []  
117300    [9.24e-06, 3.69e-06, 1.92e-06, 2.03e-06, 1.82e-06, 1.45e-06, 1.69e-06, 1.44e-07, 1.19e-07, 5.39e-06, 4.28e-05, 2.10e-04, 3.50e-04, 9.94e-04, 1.26e-05, 7.05e-06, 1.10e-05, 1.20e-05, 7.83e-09, 7.49e-09, 3.72e-08, 4.21e-08]    [9.24e-06, 3.69e-06, 1.92e-06, 2.03e-06, 1.82e-06, 1.45e-06, 1.69e-06, 1.44e-07, 1.19e-07, 5.39e-06, 4.28e-05, 2.10e-04, 3.50e-04, 9.94e-04, 1.26e-05, 7.05e-06, 1.10e-05, 1.20e-05, 7.83e-09, 7.49e-09, 3.72e-08, 4.21e-08]    []  
117400    [1.61e-06, 3.02e-06, 1.44e-06, 2.18e-06, 2.63e-06, 1.02e-06, 5.46e-07, 9.32e-08, 3.88e-04, 7.23e-09, 1.99e-06, 2.83e-06, 2.67e-06, 2.67e-07, 8.84e-09, 1.45e-08, 3.30e-10, 2.35e-09, 0.00e+00, 0.00e+00, 1.91e-07, 3.93e-04]    [1.61e-06, 3.02e-06, 1.44e-06, 2.18e-06, 2.63e-06, 1.02e-06, 5.46e-07, 9.32e-08, 3.88e-04, 7.23e-09, 1.99e-06, 2.83e-06, 2.67e-06, 2.67e-07, 8.84e-09, 1.45e-08, 3.30e-10, 2.35e-09, 0.00e+00, 0.00e+00, 1.91e-07, 3.93e-04]    []  
117500    [4.43e-06, 3.26e-06, 1.67e-06, 3.07e-06, 2.43e-06, 1.24e-06, 7.53e-07, 1.64e-07, 3.31e-08, 3.17e-05, 5.44e-05, 1.96e-04, 1.54e-04, 1.09e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.27e-09, 4.01e-07, 5.33e-09]    [4.43e-06, 3.26e-06, 1.67e-06, 3.07e-06, 2.43e-06, 1.24e-06, 7.53e-07, 1.64e-07, 3.31e-08, 3.17e-05, 5.44e-05, 1.96e-04, 1.54e-04, 1.09e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.27e-09, 4.01e-07, 5.33e-09]    []  
117600    [1.24e-06, 2.69e-06, 1.56e-06, 2.59e-06, 2.03e-06, 7.42e-07, 2.57e-07, 1.13e-08, 3.03e-10, 1.65e-08, 6.86e-07, 1.32e-06, 1.71e-06, 4.61e-08, 2.09e-08, 6.65e-09, 0.00e+00, 5.73e-11, 1.81e-10, 1.65e-12, 9.70e-09, 1.24e-08]    [1.24e-06, 2.69e-06, 1.56e-06, 2.59e-06, 2.03e-06, 7.42e-07, 2.57e-07, 1.13e-08, 3.03e-10, 1.65e-08, 6.86e-07, 1.32e-06, 1.71e-06, 4.61e-08, 2.09e-08, 6.65e-09, 0.00e+00, 5.73e-11, 1.81e-10, 1.65e-12, 9.70e-09, 1.24e-08]    []  
117700    [1.14e-06, 2.63e-06, 1.57e-06, 2.40e-06, 2.04e-06, 8.28e-07, 3.11e-07, 6.12e-09, 3.78e-11, 3.17e-09, 3.30e-07, 1.00e-06, 1.21e-06, 2.13e-08, 2.00e-08, 9.08e-09, 2.10e-10, 4.12e-10, 1.87e-10, 2.06e-13, 7.18e-09, 9.42e-09]    [1.14e-06, 2.63e-06, 1.57e-06, 2.40e-06, 2.04e-06, 8.28e-07, 3.11e-07, 6.12e-09, 3.78e-11, 3.17e-09, 3.30e-07, 1.00e-06, 1.21e-06, 2.13e-08, 2.00e-08, 9.08e-09, 2.10e-10, 4.12e-10, 1.87e-10, 2.06e-13, 7.18e-09, 9.42e-09]    []  
117800    [3.77e-06, 3.25e-06, 1.57e-06, 2.66e-06, 2.37e-06, 6.27e-07, 2.87e-07, 1.86e-05, 3.19e-06, 1.42e-05, 7.32e-05, 2.25e-05, 4.21e-05, 2.41e-05, 5.79e-07, 9.02e-07, 4.40e-07, 3.86e-07, 3.31e-06, 4.52e-07, 1.68e-05, 2.50e-06]    [3.77e-06, 3.25e-06, 1.57e-06, 2.66e-06, 2.37e-06, 6.27e-07, 2.87e-07, 1.86e-05, 3.19e-06, 1.42e-05, 7.32e-05, 2.25e-05, 4.21e-05, 2.41e-05, 5.79e-07, 9.02e-07, 4.40e-07, 3.86e-07, 3.31e-06, 4.52e-07, 1.68e-05, 2.50e-06]    []  
117900    [1.32e-06, 2.77e-06, 1.46e-06, 2.32e-06, 2.16e-06, 8.23e-07, 3.11e-07, 8.63e-09, 1.47e-07, 1.66e-09, 6.98e-07, 2.17e-06, 2.15e-06, 2.63e-08, 2.68e-08, 1.86e-08, 0.00e+00, 9.63e-11, 0.00e+00, 8.58e-09, 7.86e-08, 4.93e-08]    [1.32e-06, 2.77e-06, 1.46e-06, 2.32e-06, 2.16e-06, 8.23e-07, 3.11e-07, 8.63e-09, 1.47e-07, 1.66e-09, 6.98e-07, 2.17e-06, 2.15e-06, 2.63e-08, 2.68e-08, 1.86e-08, 0.00e+00, 9.63e-11, 0.00e+00, 8.58e-09, 7.86e-08, 4.93e-08]    []  
118000    [1.12e-06, 2.61e-06, 1.48e-06, 2.18e-06, 2.09e-06, 9.56e-07, 3.71e-07, 7.13e-08, 5.40e-10, 7.70e-10, 2.77e-07, 1.46e-06, 1.46e-06, 1.83e-08, 2.32e-08, 1.53e-08, 1.27e-10, 2.85e-10, 3.93e-09, 6.01e-12, 1.71e-08, 1.28e-08]    [1.12e-06, 2.61e-06, 1.48e-06, 2.18e-06, 2.09e-06, 9.56e-07, 3.71e-07, 7.13e-08, 5.40e-10, 7.70e-10, 2.77e-07, 1.46e-06, 1.46e-06, 1.83e-08, 2.32e-08, 1.53e-08, 1.27e-10, 2.85e-10, 3.93e-09, 6.01e-12, 1.71e-08, 1.28e-08]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 41.842265 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
118000    [1.12e-06, 2.61e-06, 1.48e-06, 2.18e-06, 2.09e-06, 9.56e-07, 3.71e-07, 7.13e-08, 5.40e-10, 7.70e-10, 2.77e-07, 1.46e-06, 1.46e-06, 1.83e-08, 2.32e-08, 1.53e-08, 1.27e-10, 2.85e-10, 3.93e-09, 6.01e-12, 1.71e-08, 1.28e-08]    [1.12e-06, 2.61e-06, 1.48e-06, 2.18e-06, 2.09e-06, 9.56e-07, 3.71e-07, 7.13e-08, 5.40e-10, 7.70e-10, 2.77e-07, 1.46e-06, 1.46e-06, 1.83e-08, 2.32e-08, 1.53e-08, 1.27e-10, 2.85e-10, 3.93e-09, 6.01e-12, 1.71e-08, 1.28e-08]    []  
118100    [9.58e-07, 3.19e-06, 1.62e-06, 2.84e-06, 2.26e-06, 6.54e-07, 3.57e-07, 3.43e-06, 3.16e-09, 7.95e-08, 1.01e-06, 1.60e-06, 1.95e-06, 1.33e-06, 8.96e-09, 7.28e-10, 0.00e+00, 1.86e-10, 0.00e+00, 4.47e-11, 4.37e-06, 1.90e-08]    [9.58e-07, 3.19e-06, 1.62e-06, 2.84e-06, 2.26e-06, 6.54e-07, 3.57e-07, 3.43e-06, 3.16e-09, 7.95e-08, 1.01e-06, 1.60e-06, 1.95e-06, 1.33e-06, 8.96e-09, 7.28e-10, 0.00e+00, 1.86e-10, 0.00e+00, 4.47e-11, 4.37e-06, 1.90e-08]    []  
118200    [1.06e-06, 3.00e-06, 1.54e-06, 2.43e-06, 2.22e-06, 7.90e-07, 3.58e-07, 4.23e-09, 2.09e-08, 9.12e-10, 2.88e-07, 1.07e-06, 9.90e-07, 1.34e-08, 1.59e-08, 3.80e-09, 1.34e-10, 1.42e-10, 1.75e-10, 0.00e+00, 1.96e-08, 7.38e-08]    [1.06e-06, 3.00e-06, 1.54e-06, 2.43e-06, 2.22e-06, 7.90e-07, 3.58e-07, 4.23e-09, 2.09e-08, 9.12e-10, 2.88e-07, 1.07e-06, 9.90e-07, 1.34e-08, 1.59e-08, 3.80e-09, 1.34e-10, 1.42e-10, 1.75e-10, 0.00e+00, 1.96e-08, 7.38e-08]    []  
118300    [1.03e-06, 2.89e-06, 1.49e-06, 2.28e-06, 2.20e-06, 8.73e-07, 3.56e-07, 2.29e-07, 5.60e-08, 8.44e-12, 2.18e-07, 9.63e-07, 8.61e-07, 1.33e-08, 1.48e-08, 4.42e-09, 2.08e-10, 2.74e-10, 0.00e+00, 0.00e+00, 3.60e-07, 1.10e-07]    [1.03e-06, 2.89e-06, 1.49e-06, 2.28e-06, 2.20e-06, 8.73e-07, 3.56e-07, 2.29e-07, 5.60e-08, 8.44e-12, 2.18e-07, 9.63e-07, 8.61e-07, 1.33e-08, 1.48e-08, 4.42e-09, 2.08e-10, 2.74e-10, 0.00e+00, 0.00e+00, 3.60e-07, 1.10e-07]    []  
118400    [1.56e-06, 2.91e-06, 1.35e-06, 2.49e-06, 2.24e-06, 7.97e-07, 4.45e-07, 1.44e-04, 1.75e-07, 7.37e-07, 1.60e-05, 1.62e-05, 3.77e-05, 1.28e-05, 4.32e-08, 6.37e-08, 3.88e-07, 3.41e-07, 2.99e-05, 0.00e+00, 1.39e-04, 3.30e-07]    [1.56e-06, 2.91e-06, 1.35e-06, 2.49e-06, 2.24e-06, 7.97e-07, 4.45e-07, 1.44e-04, 1.75e-07, 7.37e-07, 1.60e-05, 1.62e-05, 3.77e-05, 1.28e-05, 4.32e-08, 6.37e-08, 3.88e-07, 3.41e-07, 2.99e-05, 0.00e+00, 1.39e-04, 3.30e-07]    []  
118500    [1.19e-06, 2.82e-06, 1.47e-06, 2.22e-06, 2.21e-06, 9.97e-07, 3.64e-07, 3.92e-08, 9.16e-09, 8.49e-10, 5.61e-07, 1.37e-06, 1.29e-06, 2.37e-08, 2.24e-08, 1.02e-08, 3.71e-11, 1.55e-10, 0.00e+00, 0.00e+00, 1.74e-07, 7.18e-08]    [1.19e-06, 2.82e-06, 1.47e-06, 2.22e-06, 2.21e-06, 9.97e-07, 3.64e-07, 3.92e-08, 9.16e-09, 8.49e-10, 5.61e-07, 1.37e-06, 1.29e-06, 2.37e-08, 2.24e-08, 1.02e-08, 3.71e-11, 1.55e-10, 0.00e+00, 0.00e+00, 1.74e-07, 7.18e-08]    []  
118600    [3.64e-06, 2.95e-06, 1.55e-06, 2.11e-06, 2.26e-06, 1.09e-06, 4.57e-07, 3.13e-08, 1.08e-07, 8.25e-06, 1.31e-05, 4.56e-05, 7.28e-05, 3.32e-04, 3.92e-06, 3.66e-06, 1.10e-06, 1.15e-06, 1.94e-09, 7.55e-09, 1.91e-08, 4.06e-08]    [3.64e-06, 2.95e-06, 1.55e-06, 2.11e-06, 2.26e-06, 1.09e-06, 4.57e-07, 3.13e-08, 1.08e-07, 8.25e-06, 1.31e-05, 4.56e-05, 7.28e-05, 3.32e-04, 3.92e-06, 3.66e-06, 1.10e-06, 1.15e-06, 1.94e-09, 7.55e-09, 1.91e-08, 4.06e-08]    []  
118700    [1.15e-06, 3.11e-06, 1.54e-06, 2.57e-06, 2.24e-06, 8.14e-07, 4.09e-07, 2.13e-07, 1.82e-05, 1.13e-08, 4.95e-07, 1.06e-06, 7.80e-07, 4.32e-07, 2.06e-08, 1.76e-09, 1.33e-09, 1.65e-09, 1.51e-08, 0.00e+00, 8.20e-08, 1.93e-05]    [1.15e-06, 3.11e-06, 1.54e-06, 2.57e-06, 2.24e-06, 8.14e-07, 4.09e-07, 2.13e-07, 1.82e-05, 1.13e-08, 4.95e-07, 1.06e-06, 7.80e-07, 4.32e-07, 2.06e-08, 1.76e-09, 1.33e-09, 1.65e-09, 1.51e-08, 0.00e+00, 8.20e-08, 1.93e-05]    []  
118800    [1.01e-06, 2.93e-06, 1.56e-06, 2.30e-06, 2.24e-06, 9.29e-07, 4.32e-07, 7.52e-05, 1.88e-10, 9.52e-09, 4.21e-07, 8.36e-07, 6.85e-07, 1.07e-07, 3.65e-09, 9.14e-10, 3.34e-10, 5.55e-10, 0.00e+00, 0.00e+00, 7.88e-05, 4.11e-08]    [1.01e-06, 2.93e-06, 1.56e-06, 2.30e-06, 2.24e-06, 9.29e-07, 4.32e-07, 7.52e-05, 1.88e-10, 9.52e-09, 4.21e-07, 8.36e-07, 6.85e-07, 1.07e-07, 3.65e-09, 9.14e-10, 3.34e-10, 5.55e-10, 0.00e+00, 0.00e+00, 7.88e-05, 4.11e-08]    []  
118900    [2.76e-05, 6.35e-06, 4.39e-06, 5.36e-06, 4.89e-06, 3.59e-06, 4.26e-06, 1.21e-07, 2.97e-08, 1.19e-04, 1.86e-04, 1.21e-03, 9.62e-04, 6.13e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.78e-09, 0.00e+00, 3.27e-08, 9.07e-08]    [2.76e-05, 6.35e-06, 4.39e-06, 5.36e-06, 4.89e-06, 3.59e-06, 4.26e-06, 1.21e-07, 2.97e-08, 1.19e-04, 1.86e-04, 1.21e-03, 9.62e-04, 6.13e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.78e-09, 0.00e+00, 3.27e-08, 9.07e-08]    []  
119000    [1.08e-06, 3.10e-06, 1.60e-06, 2.55e-06, 2.32e-06, 8.46e-07, 4.37e-07, 3.19e-07, 2.55e-07, 4.47e-09, 5.12e-07, 6.53e-07, 5.10e-07, 5.44e-08, 9.33e-09, 2.33e-09, 1.83e-10, 3.41e-10, 2.42e-08, 1.99e-08, 1.39e-07, 1.20e-07]    [1.08e-06, 3.10e-06, 1.60e-06, 2.55e-06, 2.32e-06, 8.46e-07, 4.37e-07, 3.19e-07, 2.55e-07, 4.47e-09, 5.12e-07, 6.53e-07, 5.10e-07, 5.44e-08, 9.33e-09, 2.33e-09, 1.83e-10, 3.41e-10, 2.42e-08, 1.99e-08, 1.39e-07, 1.20e-07]    []  
119100    [8.64e-07, 2.85e-06, 1.60e-06, 2.35e-06, 2.29e-06, 1.08e-06, 5.47e-07, 1.13e-04, 7.04e-09, 7.20e-07, 2.16e-06, 1.05e-05, 1.21e-05, 5.93e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.38e-10, 1.17e-04, 1.72e-08]    [8.64e-07, 2.85e-06, 1.60e-06, 2.35e-06, 2.29e-06, 1.08e-06, 5.47e-07, 1.13e-04, 7.04e-09, 7.20e-07, 2.16e-06, 1.05e-05, 1.21e-05, 5.93e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.38e-10, 1.17e-04, 1.72e-08]    []  
119200    [1.14e-06, 3.00e-06, 1.65e-06, 2.42e-06, 2.44e-06, 8.89e-07, 4.65e-07, 4.05e-09, 5.90e-08, 1.32e-10, 6.47e-07, 7.05e-07, 5.29e-07, 3.21e-08, 1.26e-08, 5.36e-09, 3.26e-10, 4.06e-10, 4.05e-10, 3.96e-09, 3.88e-08, 1.90e-08]    [1.14e-06, 3.00e-06, 1.65e-06, 2.42e-06, 2.44e-06, 8.89e-07, 4.65e-07, 4.05e-09, 5.90e-08, 1.32e-10, 6.47e-07, 7.05e-07, 5.29e-07, 3.21e-08, 1.26e-08, 5.36e-09, 3.26e-10, 4.06e-10, 4.05e-10, 3.96e-09, 3.88e-08, 1.90e-08]    []  
119300    [6.03e-06, 3.28e-06, 2.11e-06, 3.39e-06, 2.78e-06, 1.24e-06, 5.70e-07, 1.17e-06, 4.75e-05, 3.02e-05, 3.26e-05, 1.26e-04, 2.93e-04, 7.81e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-07, 0.00e+00, 7.50e-07, 5.02e-05]    [6.03e-06, 3.28e-06, 2.11e-06, 3.39e-06, 2.78e-06, 1.24e-06, 5.70e-07, 1.17e-06, 4.75e-05, 3.02e-05, 3.26e-05, 1.26e-04, 2.93e-04, 7.81e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-07, 0.00e+00, 7.50e-07, 5.02e-05]    []  
119400    [1.08e-06, 2.82e-06, 1.65e-06, 2.21e-06, 2.44e-06, 9.88e-07, 4.91e-07, 6.33e-08, 2.75e-08, 1.09e-08, 4.53e-07, 4.93e-07, 4.10e-07, 1.49e-07, 3.38e-09, 6.01e-10, 2.27e-10, 6.18e-10, 0.00e+00, 2.35e-09, 1.90e-07, 1.96e-08]    [1.08e-06, 2.82e-06, 1.65e-06, 2.21e-06, 2.44e-06, 9.88e-07, 4.91e-07, 6.33e-08, 2.75e-08, 1.09e-08, 4.53e-07, 4.93e-07, 4.10e-07, 1.49e-07, 3.38e-09, 6.01e-10, 2.27e-10, 6.18e-10, 0.00e+00, 2.35e-09, 1.90e-07, 1.96e-08]    []  
119500    [1.17e-06, 2.92e-06, 1.73e-06, 2.55e-06, 2.35e-06, 8.21e-07, 3.82e-07, 6.60e-10, 3.48e-08, 2.64e-08, 1.01e-06, 1.01e-06, 1.55e-06, 3.66e-07, 4.38e-09, 1.70e-09, 5.85e-09, 9.66e-09, 2.87e-10, 0.00e+00, 5.27e-08, 1.22e-07]    [1.17e-06, 2.92e-06, 1.73e-06, 2.55e-06, 2.35e-06, 8.21e-07, 3.82e-07, 6.60e-10, 3.48e-08, 2.64e-08, 1.01e-06, 1.01e-06, 1.55e-06, 3.66e-07, 4.38e-09, 1.70e-09, 5.85e-09, 9.66e-09, 2.87e-10, 0.00e+00, 5.27e-08, 1.22e-07]    []  
119600    [1.65e-06, 2.76e-06, 1.67e-06, 2.05e-06, 2.36e-06, 8.54e-07, 4.04e-07, 2.43e-04, 3.82e-05, 1.15e-06, 1.47e-06, 3.38e-06, 6.87e-06, 2.39e-05, 2.50e-07, 2.19e-07, 1.11e-07, 1.34e-07, 0.00e+00, 0.00e+00, 2.47e-04, 3.96e-05]    [1.65e-06, 2.76e-06, 1.67e-06, 2.05e-06, 2.36e-06, 8.54e-07, 4.04e-07, 2.43e-04, 3.82e-05, 1.15e-06, 1.47e-06, 3.38e-06, 6.87e-06, 2.39e-05, 2.50e-07, 2.19e-07, 1.11e-07, 1.34e-07, 0.00e+00, 0.00e+00, 2.47e-04, 3.96e-05]    []  
119700    [4.13e-06, 2.85e-06, 1.80e-06, 2.08e-06, 2.18e-06, 1.14e-06, 6.51e-07, 1.15e-07, 6.39e-08, 1.06e-05, 2.17e-05, 4.89e-05, 1.26e-05, 1.70e-04, 3.33e-06, 2.26e-06, 5.49e-07, 6.00e-07, 0.00e+00, 5.75e-09, 2.65e-07, 2.71e-08]    [4.13e-06, 2.85e-06, 1.80e-06, 2.08e-06, 2.18e-06, 1.14e-06, 6.51e-07, 1.15e-07, 6.39e-08, 1.06e-05, 2.17e-05, 4.89e-05, 1.26e-05, 1.70e-04, 3.33e-06, 2.26e-06, 5.49e-07, 6.00e-07, 0.00e+00, 5.75e-09, 2.65e-07, 2.71e-08]    []  
119800    [2.20e-06, 2.79e-06, 1.66e-06, 2.08e-06, 2.45e-06, 9.80e-07, 4.97e-07, 8.18e-05, 1.48e-10, 1.57e-06, 9.50e-06, 1.27e-05, 4.97e-05, 8.79e-05, 6.99e-07, 6.23e-07, 3.95e-07, 4.34e-07, 1.68e-05, 3.73e-10, 7.96e-05, 2.29e-08]    [2.20e-06, 2.79e-06, 1.66e-06, 2.08e-06, 2.45e-06, 9.80e-07, 4.97e-07, 8.18e-05, 1.48e-10, 1.57e-06, 9.50e-06, 1.27e-05, 4.97e-05, 8.79e-05, 6.99e-07, 6.23e-07, 3.95e-07, 4.34e-07, 1.68e-05, 3.73e-10, 7.96e-05, 2.29e-08]    []  
119900    [1.10e-06, 2.71e-06, 1.58e-06, 2.10e-06, 2.32e-06, 9.40e-07, 5.14e-07, 5.99e-07, 4.15e-07, 9.63e-09, 1.27e-06, 1.31e-06, 1.64e-06, 1.80e-07, 1.64e-08, 6.03e-09, 3.96e-09, 3.86e-09, 5.54e-08, 0.00e+00, 3.34e-07, 6.64e-07]    [1.10e-06, 2.71e-06, 1.58e-06, 2.10e-06, 2.32e-06, 9.40e-07, 5.14e-07, 5.99e-07, 4.15e-07, 9.63e-09, 1.27e-06, 1.31e-06, 1.64e-06, 1.80e-07, 1.64e-08, 6.03e-09, 3.96e-09, 3.86e-09, 5.54e-08, 0.00e+00, 3.34e-07, 6.64e-07]    []  
120000    [1.74e-06, 2.49e-06, 1.54e-06, 2.53e-06, 2.39e-06, 1.45e-06, 9.59e-07, 4.99e-04, 5.30e-10, 4.39e-06, 1.32e-04, 1.40e-04, 6.65e-04, 1.12e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.25e-10, 5.07e-04, 4.16e-08]    [1.74e-06, 2.49e-06, 1.54e-06, 2.53e-06, 2.39e-06, 1.45e-06, 9.59e-07, 4.99e-04, 5.30e-10, 4.39e-06, 1.32e-04, 1.40e-04, 6.65e-04, 1.12e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.25e-10, 5.07e-04, 4.16e-08]    []  

Best model at step 53499:
  train loss: 1.23e-05
  test loss: 1.23e-05
  test metric: []

'train' took 41.706348 s

Best train step: 53499
lambda_a: 7.869160032277522
lambda_b: 5.611106270154612
kappa_a: 1.9861151245216824
kappa_b: 1.3405740439941685
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
120000    [1.74e-06, 2.49e-06, 1.54e-06, 2.53e-06, 2.39e-06, 1.45e-06, 9.59e-07, 4.99e-04, 5.30e-10, 4.39e-06, 1.32e-04, 1.40e-04, 6.65e-04, 1.12e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.25e-10, 5.07e-04, 4.16e-08]    [1.74e-06, 2.49e-06, 1.54e-06, 2.53e-06, 2.39e-06, 1.45e-06, 9.59e-07, 4.99e-04, 5.30e-10, 4.39e-06, 1.32e-04, 1.40e-04, 6.65e-04, 1.12e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.25e-10, 5.07e-04, 4.16e-08]    []  
120100    [1.28e-06, 2.68e-06, 1.73e-06, 2.29e-06, 2.33e-06, 9.24e-07, 4.39e-07, 8.55e-10, 3.44e-08, 1.80e-09, 6.93e-07, 4.07e-07, 5.02e-07, 4.24e-08, 5.53e-09, 2.16e-09, 2.01e-09, 2.64e-09, 1.28e-09, 4.71e-09, 4.37e-08, 3.07e-08]    [1.28e-06, 2.68e-06, 1.73e-06, 2.29e-06, 2.33e-06, 9.24e-07, 4.39e-07, 8.55e-10, 3.44e-08, 1.80e-09, 6.93e-07, 4.07e-07, 5.02e-07, 4.24e-08, 5.53e-09, 2.16e-09, 2.01e-09, 2.64e-09, 1.28e-09, 4.71e-09, 4.37e-08, 3.07e-08]    []  
120200    [3.60e-06, 3.01e-06, 1.99e-06, 3.48e-06, 2.73e-06, 1.54e-06, 8.51e-07, 4.97e-10, 3.42e-07, 9.29e-06, 8.22e-05, 2.09e-04, 6.28e-04, 1.13e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.91e-10, 0.00e+00, 5.90e-08, 4.94e-07]    [3.60e-06, 3.01e-06, 1.99e-06, 3.48e-06, 2.73e-06, 1.54e-06, 8.51e-07, 4.97e-10, 3.42e-07, 9.29e-06, 8.22e-05, 2.09e-04, 6.28e-04, 1.13e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.91e-10, 0.00e+00, 5.90e-08, 4.94e-07]    []  
120300    [1.28e-06, 2.62e-06, 1.67e-06, 2.05e-06, 2.38e-06, 1.02e-06, 5.25e-07, 6.60e-09, 1.52e-05, 8.95e-11, 6.61e-07, 4.45e-07, 3.62e-07, 5.40e-08, 6.47e-09, 1.74e-09, 7.44e-10, 1.14e-09, 8.06e-11, 0.00e+00, 4.89e-08, 1.63e-05]    [1.28e-06, 2.62e-06, 1.67e-06, 2.05e-06, 2.38e-06, 1.02e-06, 5.25e-07, 6.60e-09, 1.52e-05, 8.95e-11, 6.61e-07, 4.45e-07, 3.62e-07, 5.40e-08, 6.47e-09, 1.74e-09, 7.44e-10, 1.14e-09, 8.06e-11, 0.00e+00, 4.89e-08, 1.63e-05]    []  
120400    [4.64e-06, 2.60e-06, 1.73e-06, 1.73e-06, 1.28e-06, 1.13e-06, 5.66e-07, 1.16e-07, 2.49e-07, 1.43e-06, 5.55e-05, 7.27e-05, 1.67e-04, 3.32e-04, 2.42e-06, 3.15e-06, 2.09e-07, 2.43e-07, 1.26e-08, 2.88e-08, 8.32e-08, 1.66e-07]    [4.64e-06, 2.60e-06, 1.73e-06, 1.73e-06, 1.28e-06, 1.13e-06, 5.66e-07, 1.16e-07, 2.49e-07, 1.43e-06, 5.55e-05, 7.27e-05, 1.67e-04, 3.32e-04, 2.42e-06, 3.15e-06, 2.09e-07, 2.43e-07, 1.26e-08, 2.88e-08, 8.32e-08, 1.66e-07]    []  
120500    [1.24e-06, 2.54e-06, 1.72e-06, 2.18e-06, 2.26e-06, 1.05e-06, 4.86e-07, 1.34e-06, 6.42e-09, 9.84e-10, 5.65e-07, 3.91e-07, 3.27e-07, 3.72e-08, 3.53e-09, 2.04e-09, 2.28e-09, 2.62e-09, 1.95e-07, 2.15e-10, 1.25e-06, 2.51e-08]    [1.24e-06, 2.54e-06, 1.72e-06, 2.18e-06, 2.26e-06, 1.05e-06, 4.86e-07, 1.34e-06, 6.42e-09, 9.84e-10, 5.65e-07, 3.91e-07, 3.27e-07, 3.72e-08, 3.53e-09, 2.04e-09, 2.28e-09, 2.62e-09, 1.95e-07, 2.15e-10, 1.25e-06, 2.51e-08]    []  
120600    [3.21e-06, 2.44e-06, 1.77e-06, 2.78e-06, 2.35e-06, 1.20e-06, 5.57e-07, 1.51e-09, 4.52e-08, 3.51e-06, 9.81e-05, 1.22e-04, 3.80e-04, 2.38e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.46e-11, 6.61e-09, 2.96e-08, 4.93e-08]    [3.21e-06, 2.44e-06, 1.77e-06, 2.78e-06, 2.35e-06, 1.20e-06, 5.57e-07, 1.51e-09, 4.52e-08, 3.51e-06, 9.81e-05, 1.22e-04, 3.80e-04, 2.38e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.46e-11, 6.61e-09, 2.96e-08, 4.93e-08]    []  
120700    [1.19e-06, 2.49e-06, 1.59e-06, 1.92e-06, 2.19e-06, 1.06e-06, 5.70e-07, 3.30e-08, 1.98e-03, 2.06e-09, 1.12e-06, 7.14e-07, 5.61e-07, 6.34e-08, 2.72e-09, 1.03e-09, 3.85e-10, 4.20e-10, 0.00e+00, 0.00e+00, 2.07e-08, 1.98e-03]    [1.19e-06, 2.49e-06, 1.59e-06, 1.92e-06, 2.19e-06, 1.06e-06, 5.70e-07, 3.30e-08, 1.98e-03, 2.06e-09, 1.12e-06, 7.14e-07, 5.61e-07, 6.34e-08, 2.72e-09, 1.03e-09, 3.85e-10, 4.20e-10, 0.00e+00, 0.00e+00, 2.07e-08, 1.98e-03]    []  
120800    [1.30e-06, 2.55e-06, 1.73e-06, 2.14e-06, 2.30e-06, 9.95e-07, 5.25e-07, 8.02e-10, 5.17e-09, 1.65e-07, 5.17e-07, 3.08e-07, 5.84e-07, 4.96e-07, 8.83e-09, 4.67e-09, 1.16e-08, 1.44e-08, 1.36e-10, 2.65e-09, 1.27e-09, 1.76e-08]    [1.30e-06, 2.55e-06, 1.73e-06, 2.14e-06, 2.30e-06, 9.95e-07, 5.25e-07, 8.02e-10, 5.17e-09, 1.65e-07, 5.17e-07, 3.08e-07, 5.84e-07, 4.96e-07, 8.83e-09, 4.67e-09, 1.16e-08, 1.44e-08, 1.36e-10, 2.65e-09, 1.27e-09, 1.76e-08]    []  
120900    [5.03e-06, 2.31e-06, 1.55e-06, 1.78e-06, 2.12e-06, 1.39e-06, 7.58e-07, 2.78e-09, 9.87e-10, 6.36e-05, 8.93e-05, 1.58e-04, 4.34e-05, 6.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.89e-10, 4.13e-11, 1.58e-09, 3.38e-10]    [5.03e-06, 2.31e-06, 1.55e-06, 1.78e-06, 2.12e-06, 1.39e-06, 7.58e-07, 2.78e-09, 9.87e-10, 6.36e-05, 8.93e-05, 1.58e-04, 4.34e-05, 6.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.89e-10, 4.13e-11, 1.58e-09, 3.38e-10]    []  
121000    [1.78e-06, 2.71e-06, 1.75e-06, 2.31e-06, 2.33e-06, 6.12e-07, 3.34e-07, 1.41e-09, 3.39e-11, 3.15e-08, 6.58e-07, 7.41e-07, 4.02e-07, 4.76e-07, 2.14e-08, 1.92e-08, 0.00e+00, 0.00e+00, 8.68e-12, 5.52e-11, 2.27e-09, 1.12e-09]    [1.78e-06, 2.71e-06, 1.75e-06, 2.31e-06, 2.33e-06, 6.12e-07, 3.34e-07, 1.41e-09, 3.39e-11, 3.15e-08, 6.58e-07, 7.41e-07, 4.02e-07, 4.76e-07, 2.14e-08, 1.92e-08, 0.00e+00, 0.00e+00, 8.68e-12, 5.52e-11, 2.27e-09, 1.12e-09]    []  
121100    [1.67e-05, 3.98e-06, 2.50e-06, 3.07e-06, 3.61e-06, 1.83e-06, 1.69e-06, 4.87e-10, 1.05e-09, 8.20e-05, 1.63e-04, 6.61e-04, 4.31e-04, 3.47e-03, 6.12e-05, 6.23e-05, 7.20e-06, 7.25e-06, 3.06e-11, 2.52e-11, 6.94e-10, 3.59e-10]    [1.67e-05, 3.98e-06, 2.50e-06, 3.07e-06, 3.61e-06, 1.83e-06, 1.69e-06, 4.87e-10, 1.05e-09, 8.20e-05, 1.63e-04, 6.61e-04, 4.31e-04, 3.47e-03, 6.12e-05, 6.23e-05, 7.20e-06, 7.25e-06, 3.06e-11, 2.52e-11, 6.94e-10, 3.59e-10]    []  
121200    [1.23e-06, 2.80e-06, 1.71e-06, 2.27e-06, 2.35e-06, 7.41e-07, 3.54e-07, 5.09e-10, 6.03e-10, 5.39e-09, 2.13e-07, 2.98e-07, 2.14e-07, 1.05e-07, 6.29e-09, 1.40e-09, 5.67e-11, 6.35e-10, 7.89e-12, 8.79e-11, 1.97e-10, 5.44e-10]    [1.23e-06, 2.80e-06, 1.71e-06, 2.27e-06, 2.35e-06, 7.41e-07, 3.54e-07, 5.09e-10, 6.03e-10, 5.39e-09, 2.13e-07, 2.98e-07, 2.14e-07, 1.05e-07, 6.29e-09, 1.40e-09, 5.67e-11, 6.35e-10, 7.89e-12, 8.79e-11, 1.97e-10, 5.44e-10]    []  
121300    [1.15e-06, 2.90e-06, 1.56e-06, 2.28e-06, 2.34e-06, 8.17e-07, 4.22e-07, 1.45e-09, 2.02e-09, 2.72e-08, 1.02e-06, 1.57e-06, 6.92e-07, 8.75e-07, 7.61e-10, 1.36e-09, 0.00e+00, 0.00e+00, 1.07e-11, 2.76e-13, 1.02e-10, 8.26e-11]    [1.15e-06, 2.90e-06, 1.56e-06, 2.28e-06, 2.34e-06, 8.17e-07, 4.22e-07, 1.45e-09, 2.02e-09, 2.72e-08, 1.02e-06, 1.57e-06, 6.92e-07, 8.75e-07, 7.61e-10, 1.36e-09, 0.00e+00, 0.00e+00, 1.07e-11, 2.76e-13, 1.02e-10, 8.26e-11]    []  
121400    [1.06e-06, 2.74e-06, 1.67e-06, 2.13e-06, 2.33e-06, 8.69e-07, 3.75e-07, 1.37e-10, 4.28e-10, 6.31e-10, 1.84e-07, 2.35e-07, 1.91e-07, 1.65e-08, 1.75e-09, 2.85e-10, 0.00e+00, 4.28e-10, 7.49e-13, 4.37e-11, 6.30e-10, 2.78e-10]    [1.06e-06, 2.74e-06, 1.67e-06, 2.13e-06, 2.33e-06, 8.69e-07, 3.75e-07, 1.37e-10, 4.28e-10, 6.31e-10, 1.84e-07, 2.35e-07, 1.91e-07, 1.65e-08, 1.75e-09, 2.85e-10, 0.00e+00, 4.28e-10, 7.49e-13, 4.37e-11, 6.30e-10, 2.78e-10]    []  
121500    [7.18e-06, 3.46e-06, 1.71e-06, 2.09e-06, 2.28e-06, 9.32e-07, 7.44e-07, 6.11e-05, 1.73e-03, 3.86e-07, 3.13e-05, 6.15e-05, 1.26e-04, 2.90e-04, 3.27e-06, 2.48e-06, 7.26e-07, 6.62e-07, 1.01e-05, 4.27e-04, 5.32e-05, 1.70e-03]    [7.18e-06, 3.46e-06, 1.71e-06, 2.09e-06, 2.28e-06, 9.32e-07, 7.44e-07, 6.11e-05, 1.73e-03, 3.86e-07, 3.13e-05, 6.15e-05, 1.26e-04, 2.90e-04, 3.27e-06, 2.48e-06, 7.26e-07, 6.62e-07, 1.01e-05, 4.27e-04, 5.32e-05, 1.70e-03]    []  
121600    [1.09e-06, 2.87e-06, 1.53e-06, 2.05e-06, 2.37e-06, 7.87e-07, 3.79e-07, 3.35e-08, 4.47e-08, 2.44e-09, 3.37e-07, 3.38e-07, 2.28e-07, 4.38e-08, 6.32e-10, 5.19e-10, 3.29e-10, 9.46e-10, 6.45e-09, 7.56e-09, 4.05e-08, 4.99e-08]    [1.09e-06, 2.87e-06, 1.53e-06, 2.05e-06, 2.37e-06, 7.87e-07, 3.79e-07, 3.35e-08, 4.47e-08, 2.44e-09, 3.37e-07, 3.38e-07, 2.28e-07, 4.38e-08, 6.32e-10, 5.19e-10, 3.29e-10, 9.46e-10, 6.45e-09, 7.56e-09, 4.05e-08, 4.99e-08]    []  
121700    [9.88e-07, 2.72e-06, 1.53e-06, 2.02e-06, 2.27e-06, 8.74e-07, 3.83e-07, 8.26e-11, 1.05e-09, 4.25e-10, 2.26e-07, 2.68e-07, 1.85e-07, 1.39e-08, 1.09e-09, 4.95e-10, 2.95e-11, 5.99e-10, 8.89e-11, 2.55e-10, 1.68e-09, 1.68e-09]    [9.88e-07, 2.72e-06, 1.53e-06, 2.02e-06, 2.27e-06, 8.74e-07, 3.83e-07, 8.26e-11, 1.05e-09, 4.25e-10, 2.26e-07, 2.68e-07, 1.85e-07, 1.39e-08, 1.09e-09, 4.95e-10, 2.95e-11, 5.99e-10, 8.89e-11, 2.55e-10, 1.68e-09, 1.68e-09]    []  
121800    [1.33e-06, 2.85e-06, 1.47e-06, 2.03e-06, 2.51e-06, 8.93e-07, 4.73e-07, 9.16e-09, 5.35e-09, 8.41e-07, 4.80e-06, 5.83e-06, 2.41e-06, 9.11e-06, 6.19e-08, 6.82e-08, 1.77e-09, 2.50e-09, 0.00e+00, 4.89e-10, 1.15e-08, 2.96e-09]    [1.33e-06, 2.85e-06, 1.47e-06, 2.03e-06, 2.51e-06, 8.93e-07, 4.73e-07, 9.16e-09, 5.35e-09, 8.41e-07, 4.80e-06, 5.83e-06, 2.41e-06, 9.11e-06, 6.19e-08, 6.82e-08, 1.77e-09, 2.50e-09, 0.00e+00, 4.89e-10, 1.15e-08, 2.96e-09]    []  
121900    [1.00e-06, 2.75e-06, 1.54e-06, 1.91e-06, 2.40e-06, 8.91e-07, 4.20e-07, 8.69e-11, 2.70e-10, 6.75e-10, 2.19e-07, 2.27e-07, 2.30e-07, 1.78e-08, 6.00e-10, 3.95e-10, 1.05e-11, 3.15e-10, 5.34e-11, 5.56e-11, 7.33e-10, 5.31e-10]    [1.00e-06, 2.75e-06, 1.54e-06, 1.91e-06, 2.40e-06, 8.91e-07, 4.20e-07, 8.69e-11, 2.70e-10, 6.75e-10, 2.19e-07, 2.27e-07, 2.30e-07, 1.78e-08, 6.00e-10, 3.95e-10, 1.05e-11, 3.15e-10, 5.34e-11, 5.56e-11, 7.33e-10, 5.31e-10]    []  
122000    [9.28e-07, 2.64e-06, 1.52e-06, 1.90e-06, 2.30e-06, 9.54e-07, 4.20e-07, 7.61e-11, 4.26e-10, 1.13e-10, 1.42e-07, 1.91e-07, 1.75e-07, 1.40e-08, 8.39e-10, 4.41e-10, 3.75e-12, 3.21e-10, 5.27e-11, 9.58e-11, 8.57e-10, 6.54e-10]    [9.28e-07, 2.64e-06, 1.52e-06, 1.90e-06, 2.30e-06, 9.54e-07, 4.20e-07, 7.61e-11, 4.26e-10, 1.13e-10, 1.42e-07, 1.91e-07, 1.75e-07, 1.40e-08, 8.39e-10, 4.41e-10, 3.75e-12, 3.21e-10, 5.27e-11, 9.58e-11, 8.57e-10, 6.54e-10]    []  

Best model at step 122000:
  train loss: 1.12e-05
  test loss: 1.12e-05
  test metric: []

'train' took 42.185087 s

Best train step: 122000
lambda_a: 6.840607862688718
lambda_b: 6.151886310224349
kappa_a: 1.5828480752424905
kappa_b: 1.5283485137013366
Best train step: 122000
lambda_a: 1.9228765965
lambda_b: 1.8167587519
kappa_a: 0.45922580361
kappa_b: 0.42418774962
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

TOTAL_ITER = 100_000
try:
    while True:
        # for n in range(TOTAL_ITER//plot_every):
        model.train_model(iterations=plot_every, print_every=hyper_print_every, use_LBFGSB=False)
        params_nn, best_step = model.get_best_params(out_func=np.exp) # parameters need to be extracted with the exponential functino as they have been modelled in logspace
        if best_step > prev_best_step:
            prev_best_step = best_step
            break
        elif iters >= TOTAL_ITER:
            break
except KeyboardInterrupt:
    print("Training ended prematurely")

params_nn, best_step = model.get_best_params() # parameters need to be extracted with the exponential functino as they have been modelled in logspace
print(static_parameters, sep="\n")
t_nn_param, wsol_nn_param, wsol_sird_nn_param = solver(*params_nn)
# params_nn= tuple(np.exp([*params_nn]))
# print(*params_nn)
model.set_synthetic_data(t_synth, solution_synth_full) 
model.set_nn_synthetic_data(t_nn_param, wsol_nn_param, wsol_sird_nn_param)
plot = Plot(model, values_to_plot=sird_model.initial_conditions_keys) # class that contains plotting functions
plot.show_known_and_prediction()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
122000    [9.28e-07, 2.64e-06, 1.52e-06, 1.90e-06, 2.30e-06, 9.54e-07, 4.20e-07, 7.61e-11, 4.26e-10, 1.13e-10, 1.42e-07, 1.91e-07, 1.75e-07, 1.40e-08, 8.39e-10, 4.41e-10, 3.75e-12, 3.21e-10, 5.27e-11, 9.58e-11, 8.57e-10, 6.54e-10]    [9.28e-07, 2.64e-06, 1.52e-06, 1.90e-06, 2.30e-06, 9.54e-07, 4.20e-07, 7.61e-11, 4.26e-10, 1.13e-10, 1.42e-07, 1.91e-07, 1.75e-07, 1.40e-08, 8.39e-10, 4.41e-10, 3.75e-12, 3.21e-10, 5.27e-11, 9.58e-11, 8.57e-10, 6.54e-10]    []  
122100    [1.72e-06, 2.53e-06, 1.28e-06, 1.79e-06, 2.07e-06, 1.42e-06, 8.09e-07, 7.95e-10, 5.26e-09, 1.27e-07, 2.09e-05, 5.15e-05, 4.25e-05, 8.80e-06, 0.00e+00, 1.46e-12, 0.00e+00, 0.00e+00, 2.07e-11, 0.00e+00, 9.15e-10, 1.16e-08]    [1.72e-06, 2.53e-06, 1.28e-06, 1.79e-06, 2.07e-06, 1.42e-06, 8.09e-07, 7.95e-10, 5.26e-09, 1.27e-07, 2.09e-05, 5.15e-05, 4.25e-05, 8.80e-06, 0.00e+00, 1.46e-12, 0.00e+00, 0.00e+00, 2.07e-11, 0.00e+00, 9.15e-10, 1.16e-08]    []  
122200    [1.18e-06, 2.46e-06, 1.55e-06, 1.71e-06, 2.32e-06, 1.26e-06, 6.64e-07, 1.24e-09, 7.29e-11, 7.73e-10, 4.42e-07, 3.34e-07, 3.25e-07, 2.26e-08, 4.27e-11, 6.44e-11, 0.00e+00, 3.06e-10, 7.46e-11, 2.61e-12, 1.27e-09, 6.05e-10]    [1.18e-06, 2.46e-06, 1.55e-06, 1.71e-06, 2.32e-06, 1.26e-06, 6.64e-07, 1.24e-09, 7.29e-11, 7.73e-10, 4.42e-07, 3.34e-07, 3.25e-07, 2.26e-08, 4.27e-11, 6.44e-11, 0.00e+00, 3.06e-10, 7.46e-11, 2.61e-12, 1.27e-09, 6.05e-10]    []  
122300    [1.05e-06, 2.41e-06, 1.53e-06, 1.76e-06, 2.22e-06, 1.27e-06, 6.34e-07, 1.51e-09, 8.47e-11, 9.78e-11, 2.61e-07, 2.91e-07, 2.52e-07, 1.65e-08, 4.57e-10, 1.53e-10, 0.00e+00, 2.10e-10, 1.05e-10, 1.48e-11, 1.13e-09, 4.84e-10]    [1.05e-06, 2.41e-06, 1.53e-06, 1.76e-06, 2.22e-06, 1.27e-06, 6.34e-07, 1.51e-09, 8.47e-11, 9.78e-11, 2.61e-07, 2.91e-07, 2.52e-07, 1.65e-08, 4.57e-10, 1.53e-10, 0.00e+00, 2.10e-10, 1.05e-10, 1.48e-11, 1.13e-09, 4.84e-10]    []  
122400    [1.00e-06, 2.55e-06, 1.49e-06, 1.93e-06, 2.27e-06, 1.31e-06, 6.19e-07, 3.39e-04, 1.80e-09, 1.95e-08, 6.00e-07, 4.41e-07, 7.52e-07, 8.79e-07, 1.21e-08, 8.33e-09, 2.34e-09, 3.29e-09, 7.19e-05, 2.47e-15, 3.33e-04, 1.09e-08]    [1.00e-06, 2.55e-06, 1.49e-06, 1.93e-06, 2.27e-06, 1.31e-06, 6.19e-07, 3.39e-04, 1.80e-09, 1.95e-08, 6.00e-07, 4.41e-07, 7.52e-07, 8.79e-07, 1.21e-08, 8.33e-09, 2.34e-09, 3.29e-09, 7.19e-05, 2.47e-15, 3.33e-04, 1.09e-08]    []  
122500    [1.02e-06, 2.43e-06, 1.75e-06, 1.93e-06, 2.40e-06, 9.65e-07, 4.88e-07, 3.42e-09, 2.84e-10, 3.73e-10, 2.99e-07, 4.00e-07, 3.68e-07, 1.54e-07, 0.00e+00, 0.00e+00, 0.00e+00, 3.00e-10, 2.06e-11, 2.76e-12, 3.65e-09, 6.23e-10]    [1.02e-06, 2.43e-06, 1.75e-06, 1.93e-06, 2.40e-06, 9.65e-07, 4.88e-07, 3.42e-09, 2.84e-10, 3.73e-10, 2.99e-07, 4.00e-07, 3.68e-07, 1.54e-07, 0.00e+00, 0.00e+00, 0.00e+00, 3.00e-10, 2.06e-11, 2.76e-12, 3.65e-09, 6.23e-10]    []  
122600    [1.02e-06, 2.37e-06, 1.69e-06, 1.86e-06, 2.27e-06, 1.03e-06, 5.09e-07, 9.09e-10, 8.90e-11, 2.02e-10, 2.04e-07, 2.66e-07, 2.46e-07, 1.41e-08, 3.16e-10, 2.35e-10, 0.00e+00, 4.31e-10, 5.78e-12, 1.62e-11, 1.55e-09, 5.22e-10]    [1.02e-06, 2.37e-06, 1.69e-06, 1.86e-06, 2.27e-06, 1.03e-06, 5.09e-07, 9.09e-10, 8.90e-11, 2.02e-10, 2.04e-07, 2.66e-07, 2.46e-07, 1.41e-08, 3.16e-10, 2.35e-10, 0.00e+00, 4.31e-10, 5.78e-12, 1.62e-11, 1.55e-09, 5.22e-10]    []  
122700    [9.52e-07, 2.35e-06, 1.64e-06, 1.85e-06, 2.19e-06, 1.09e-06, 5.23e-07, 1.46e-10, 7.45e-11, 1.15e-11, 1.62e-07, 2.33e-07, 2.03e-07, 1.32e-08, 6.50e-10, 2.96e-10, 0.00e+00, 3.81e-10, 4.24e-12, 3.97e-11, 1.20e-09, 4.83e-10]    [9.52e-07, 2.35e-06, 1.64e-06, 1.85e-06, 2.19e-06, 1.09e-06, 5.23e-07, 1.46e-10, 7.45e-11, 1.15e-11, 1.62e-07, 2.33e-07, 2.03e-07, 1.32e-08, 6.50e-10, 2.96e-10, 0.00e+00, 3.81e-10, 4.24e-12, 3.97e-11, 1.20e-09, 4.83e-10]    []  
122800    [1.23e-06, 2.57e-06, 1.62e-06, 1.96e-06, 2.40e-06, 8.91e-07, 6.13e-07, 3.42e-08, 1.30e-05, 2.97e-08, 1.32e-06, 2.80e-06, 2.04e-06, 1.28e-05, 3.61e-08, 2.24e-08, 1.65e-08, 2.05e-08, 5.64e-10, 2.38e-06, 2.85e-09, 1.26e-05]    [1.23e-06, 2.57e-06, 1.62e-06, 1.96e-06, 2.40e-06, 8.91e-07, 6.13e-07, 3.42e-08, 1.30e-05, 2.97e-08, 1.32e-06, 2.80e-06, 2.04e-06, 1.28e-05, 3.61e-08, 2.24e-08, 1.65e-08, 2.05e-08, 5.64e-10, 2.38e-06, 2.85e-09, 1.26e-05]    []  
122900    [1.08e-06, 2.37e-06, 1.56e-06, 1.68e-06, 2.25e-06, 1.09e-06, 6.38e-07, 1.15e-09, 6.35e-12, 1.51e-10, 2.18e-07, 3.05e-07, 2.84e-07, 1.37e-08, 5.22e-10, 1.06e-10, 0.00e+00, 6.33e-10, 6.81e-12, 4.73e-11, 2.69e-09, 4.89e-10]    [1.08e-06, 2.37e-06, 1.56e-06, 1.68e-06, 2.25e-06, 1.09e-06, 6.38e-07, 1.15e-09, 6.35e-12, 1.51e-10, 2.18e-07, 3.05e-07, 2.84e-07, 1.37e-08, 5.22e-10, 1.06e-10, 0.00e+00, 6.33e-10, 6.81e-12, 4.73e-11, 2.69e-09, 4.89e-10]    []  
123000    [9.87e-07, 2.32e-06, 1.53e-06, 1.68e-06, 2.18e-06, 1.16e-06, 6.48e-07, 4.92e-10, 1.02e-10, 4.27e-11, 1.84e-07, 2.69e-07, 2.43e-07, 1.32e-08, 7.70e-10, 1.84e-10, 0.00e+00, 4.55e-10, 3.21e-12, 3.63e-11, 9.53e-10, 4.38e-10]    [9.87e-07, 2.32e-06, 1.53e-06, 1.68e-06, 2.18e-06, 1.16e-06, 6.48e-07, 4.92e-10, 1.02e-10, 4.27e-11, 1.84e-07, 2.69e-07, 2.43e-07, 1.32e-08, 7.70e-10, 1.84e-10, 0.00e+00, 4.55e-10, 3.21e-12, 3.63e-11, 9.53e-10, 4.38e-10]    []  
123100    [6.51e-05, 1.24e-05, 9.74e-06, 7.71e-06, 5.08e-06, 9.18e-06, 4.67e-06, 1.53e-04, 7.43e-10, 2.75e-04, 4.11e-04, 2.62e-03, 2.13e-03, 1.37e-02, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.75e-05, 4.05e-12, 1.40e-04, 3.63e-08]    [6.51e-05, 1.24e-05, 9.74e-06, 7.71e-06, 5.08e-06, 9.18e-06, 4.67e-06, 1.53e-04, 7.43e-10, 2.75e-04, 4.11e-04, 2.62e-03, 2.13e-03, 1.37e-02, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.75e-05, 4.05e-12, 1.40e-04, 3.63e-08]    []  
123200    [2.83e-05, 4.98e-06, 5.19e-06, 2.65e-06, 2.36e-06, 1.87e-06, 7.37e-07, 2.82e-06, 1.61e-06, 5.85e-07, 8.75e-05, 6.56e-04, 7.79e-04, 1.01e-05, 1.39e-07, 2.45e-07, 4.35e-07, 6.06e-07, 0.00e+00, 0.00e+00, 1.19e-06, 5.31e-07]    [2.83e-05, 4.98e-06, 5.19e-06, 2.65e-06, 2.36e-06, 1.87e-06, 7.37e-07, 2.82e-06, 1.61e-06, 5.85e-07, 8.75e-05, 6.56e-04, 7.79e-04, 1.01e-05, 1.39e-07, 2.45e-07, 4.35e-07, 6.06e-07, 0.00e+00, 0.00e+00, 1.19e-06, 5.31e-07]    []  
123300    [1.13e-05, 1.83e-06, 2.49e-06, 2.07e-06, 2.02e-06, 1.55e-06, 7.82e-07, 1.03e-10, 1.64e-09, 2.23e-11, 3.50e-05, 6.35e-04, 7.52e-04, 4.52e-06, 1.52e-09, 7.08e-09, 5.89e-11, 6.28e-10, 2.71e-10, 2.55e-10, 2.40e-09, 1.62e-09]    [1.13e-05, 1.83e-06, 2.49e-06, 2.07e-06, 2.02e-06, 1.55e-06, 7.82e-07, 1.03e-10, 1.64e-09, 2.23e-11, 3.50e-05, 6.35e-04, 7.52e-04, 4.52e-06, 1.52e-09, 7.08e-09, 5.89e-11, 6.28e-10, 2.71e-10, 2.55e-10, 2.40e-09, 1.62e-09]    []  
123400    [8.51e-06, 1.44e-06, 2.19e-06, 1.91e-06, 2.06e-06, 1.45e-06, 9.23e-07, 1.59e-10, 1.66e-09, 1.86e-11, 2.62e-05, 6.32e-04, 7.43e-04, 3.58e-06, 0.00e+00, 4.35e-09, 1.61e-10, 3.58e-11, 5.41e-10, 1.42e-11, 5.31e-09, 6.39e-09]    [8.51e-06, 1.44e-06, 2.19e-06, 1.91e-06, 2.06e-06, 1.45e-06, 9.23e-07, 1.59e-10, 1.66e-09, 1.86e-11, 2.62e-05, 6.32e-04, 7.43e-04, 3.58e-06, 0.00e+00, 4.35e-09, 1.61e-10, 3.58e-11, 5.41e-10, 1.42e-11, 5.31e-09, 6.39e-09]    []  
123500    [7.21e-06, 1.30e-06, 1.96e-06, 1.75e-06, 1.97e-06, 1.36e-06, 1.01e-06, 2.58e-10, 7.22e-10, 2.05e-13, 2.16e-05, 6.30e-04, 7.35e-04, 3.41e-06, 0.00e+00, 3.38e-09, 2.06e-10, 4.64e-11, 8.36e-10, 3.56e-10, 7.13e-09, 4.06e-09]    [7.21e-06, 1.30e-06, 1.96e-06, 1.75e-06, 1.97e-06, 1.36e-06, 1.01e-06, 2.58e-10, 7.22e-10, 2.05e-13, 2.16e-05, 6.30e-04, 7.35e-04, 3.41e-06, 0.00e+00, 3.38e-09, 2.06e-10, 4.64e-11, 8.36e-10, 3.56e-10, 7.13e-09, 4.06e-09]    []  
123600    [6.27e-06, 1.16e-06, 1.68e-06, 1.59e-06, 1.94e-06, 1.29e-06, 1.08e-06, 3.76e-09, 8.09e-10, 5.61e-11, 1.72e-05, 6.27e-04, 7.22e-04, 4.17e-06, 0.00e+00, 3.18e-09, 5.20e-10, 2.08e-10, 6.60e-10, 6.87e-10, 1.68e-08, 5.60e-09]    [6.27e-06, 1.16e-06, 1.68e-06, 1.59e-06, 1.94e-06, 1.29e-06, 1.08e-06, 3.76e-09, 8.09e-10, 5.61e-11, 1.72e-05, 6.27e-04, 7.22e-04, 4.17e-06, 0.00e+00, 3.18e-09, 5.20e-10, 2.08e-10, 6.60e-10, 6.87e-10, 1.68e-08, 5.60e-09]    []  
123700    [4.10e-06, 9.57e-07, 1.19e-06, 1.44e-06, 2.18e-06, 1.12e-06, 1.12e-06, 2.90e-09, 1.97e-08, 6.82e-09, 2.62e-05, 5.76e-04, 6.12e-04, 7.98e-06, 5.14e-10, 8.38e-09, 7.01e-09, 6.29e-09, 6.75e-09, 9.56e-10, 2.92e-08, 3.98e-08]    [4.10e-06, 9.57e-07, 1.19e-06, 1.44e-06, 2.18e-06, 1.12e-06, 1.12e-06, 2.90e-09, 1.97e-08, 6.82e-09, 2.62e-05, 5.76e-04, 6.12e-04, 7.98e-06, 5.14e-10, 8.38e-09, 7.01e-09, 6.29e-09, 6.75e-09, 9.56e-10, 2.92e-08, 3.98e-08]    []  
123800    [2.09e-05, 2.69e-06, 2.79e-06, 2.03e-06, 1.11e-06, 7.88e-07, 4.73e-07, 1.61e-05, 1.23e-08, 2.68e-05, 1.25e-04, 1.97e-04, 1.88e-04, 1.57e-04, 5.13e-07, 6.58e-07, 3.16e-07, 4.42e-08, 1.67e-08, 2.97e-07, 9.82e-06, 6.76e-07]    [2.09e-05, 2.69e-06, 2.79e-06, 2.03e-06, 1.11e-06, 7.88e-07, 4.73e-07, 1.61e-05, 1.23e-08, 2.68e-05, 1.25e-04, 1.97e-04, 1.88e-04, 1.57e-04, 5.13e-07, 6.58e-07, 3.16e-07, 4.42e-08, 1.67e-08, 2.97e-07, 9.82e-06, 6.76e-07]    []  
123900    [1.51e-05, 2.65e-06, 3.23e-06, 1.64e-06, 1.37e-06, 7.66e-07, 6.23e-07, 3.41e-05, 5.24e-08, 9.50e-10, 1.02e-04, 1.35e-04, 1.10e-04, 1.49e-05, 3.29e-07, 4.34e-07, 4.37e-08, 3.07e-08, 0.00e+00, 5.42e-08, 4.58e-05, 3.62e-07]    [1.51e-05, 2.65e-06, 3.23e-06, 1.64e-06, 1.37e-06, 7.66e-07, 6.23e-07, 3.41e-05, 5.24e-08, 9.50e-10, 1.02e-04, 1.35e-04, 1.10e-04, 1.49e-05, 3.29e-07, 4.34e-07, 4.37e-08, 3.07e-08, 0.00e+00, 5.42e-08, 4.58e-05, 3.62e-07]    []  
124000    [8.56e-06, 2.02e-06, 2.92e-06, 1.78e-06, 1.38e-06, 1.52e-06, 1.17e-06, 1.58e-06, 1.47e-08, 6.57e-08, 5.17e-05, 1.01e-04, 7.00e-05, 5.28e-06, 3.03e-08, 4.51e-08, 2.13e-09, 3.68e-10, 0.00e+00, 1.14e-08, 1.93e-06, 9.22e-08]    [8.56e-06, 2.02e-06, 2.92e-06, 1.78e-06, 1.38e-06, 1.52e-06, 1.17e-06, 1.58e-06, 1.47e-08, 6.57e-08, 5.17e-05, 1.01e-04, 7.00e-05, 5.28e-06, 3.03e-08, 4.51e-08, 2.13e-09, 3.68e-10, 0.00e+00, 1.14e-08, 1.93e-06, 9.22e-08]    []  

Best model at step 123065:
  train loss: 1.11e-05
  test loss: 1.11e-05
  test metric: []

'train' took 43.025149 s

Best train step: 123065
lambda_a: 7.020890697676293
lambda_b: 6.151070865302765
kappa_a: 1.6561445527641405
kappa_b: 1.492842383565811
Best train step: 123065
lambda_a: 1.94889009
lambda_b: 1.8166261911
kappa_a: 0.50449234247
kappa_b: 0.4006819427
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

TOTAL_ITER = 100_000
try:
    while True:
        # for n in range(TOTAL_ITER//plot_every):
        model.train_model(iterations=plot_every, print_every=hyper_print_every, use_LBFGSB=False)
        params_nn, best_step = model.get_best_params(out_func=np.exp) # parameters need to be extracted with the exponential functino as they have been modelled in logspace
        if best_step > prev_best_step:
            prev_best_step = best_step
            break
        elif iters >= TOTAL_ITER:
            break
except KeyboardInterrupt:
    print("Training ended prematurely")

params_nn, best_step = model.get_best_params() # parameters need to be extracted with the exponential functino as they have been modelled in logspace
print(static_parameters, sep="\n")
t_nn_param, wsol_nn_param, wsol_sird_nn_param = solver(*params_nn)
# params_nn= tuple(np.exp([*params_nn]))
# print(*params_nn)
model.set_synthetic_data(t_synth, solution_synth_full) 
model.set_nn_synthetic_data(t_nn_param, wsol_nn_param, wsol_sird_nn_param)
plot = Plot(model, values_to_plot=sird_model.initial_conditions_keys) # class that contains plotting functions
plot.show_known_and_prediction()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
124000    [8.56e-06, 2.02e-06, 2.92e-06, 1.78e-06, 1.38e-06, 1.52e-06, 1.17e-06, 1.58e-06, 1.47e-08, 6.57e-08, 5.17e-05, 1.01e-04, 7.00e-05, 5.28e-06, 3.03e-08, 4.51e-08, 2.13e-09, 3.68e-10, 0.00e+00, 1.14e-08, 1.93e-06, 9.22e-08]    [8.56e-06, 2.02e-06, 2.92e-06, 1.78e-06, 1.38e-06, 1.52e-06, 1.17e-06, 1.58e-06, 1.47e-08, 6.57e-08, 5.17e-05, 1.01e-04, 7.00e-05, 5.28e-06, 3.03e-08, 4.51e-08, 2.13e-09, 3.68e-10, 0.00e+00, 1.14e-08, 1.93e-06, 9.22e-08]    []  
124100    [6.59e-06, 1.61e-06, 2.28e-06, 2.09e-06, 1.79e-06, 1.77e-06, 1.34e-06, 1.12e-08, 2.72e-08, 1.31e-09, 3.15e-05, 9.20e-05, 5.96e-05, 1.66e-06, 5.21e-08, 6.56e-08, 9.22e-09, 2.61e-09, 3.94e-08, 1.54e-08, 1.82e-07, 1.33e-07]    [6.59e-06, 1.61e-06, 2.28e-06, 2.09e-06, 1.79e-06, 1.77e-06, 1.34e-06, 1.12e-08, 2.72e-08, 1.31e-09, 3.15e-05, 9.20e-05, 5.96e-05, 1.66e-06, 5.21e-08, 6.56e-08, 9.22e-09, 2.61e-09, 3.94e-08, 1.54e-08, 1.82e-07, 1.33e-07]    []  
124200    [5.81e-06, 1.59e-06, 2.14e-06, 2.04e-06, 1.92e-06, 1.65e-06, 1.28e-06, 1.60e-08, 3.76e-08, 3.20e-10, 2.37e-05, 8.83e-05, 5.75e-05, 2.03e-06, 6.53e-08, 6.94e-08, 2.00e-08, 1.36e-08, 3.88e-08, 1.69e-08, 1.92e-07, 1.55e-07]    [5.81e-06, 1.59e-06, 2.14e-06, 2.04e-06, 1.92e-06, 1.65e-06, 1.28e-06, 1.60e-08, 3.76e-08, 3.20e-10, 2.37e-05, 8.83e-05, 5.75e-05, 2.03e-06, 6.53e-08, 6.94e-08, 2.00e-08, 1.36e-08, 3.88e-08, 1.69e-08, 1.92e-07, 1.55e-07]    []  
124300    [4.37e-06, 1.54e-06, 1.98e-06, 2.04e-06, 1.96e-06, 1.51e-06, 1.22e-06, 1.47e-08, 6.53e-08, 9.71e-10, 1.40e-05, 8.55e-05, 5.64e-05, 2.25e-06, 5.22e-08, 4.73e-08, 3.04e-08, 2.64e-08, 3.73e-08, 1.61e-08, 1.77e-07, 1.99e-07]    [4.37e-06, 1.54e-06, 1.98e-06, 2.04e-06, 1.96e-06, 1.51e-06, 1.22e-06, 1.47e-08, 6.53e-08, 9.71e-10, 1.40e-05, 8.55e-05, 5.64e-05, 2.25e-06, 5.22e-08, 4.73e-08, 3.04e-08, 2.64e-08, 3.73e-08, 1.61e-08, 1.77e-07, 1.99e-07]    []  
124400    [7.86e-06, 1.76e-06, 2.10e-06, 1.95e-06, 1.87e-06, 1.51e-06, 1.63e-06, 1.58e-08, 9.03e-08, 1.43e-05, 3.52e-05, 1.66e-04, 8.86e-05, 3.54e-04, 4.10e-06, 3.69e-06, 7.27e-07, 6.20e-07, 4.43e-08, 3.59e-08, 1.75e-07, 2.68e-07]    [7.86e-06, 1.76e-06, 2.10e-06, 1.95e-06, 1.87e-06, 1.51e-06, 1.63e-06, 1.58e-08, 9.03e-08, 1.43e-05, 3.52e-05, 1.66e-04, 8.86e-05, 3.54e-04, 4.10e-06, 3.69e-06, 7.27e-07, 6.20e-07, 4.43e-08, 3.59e-08, 1.75e-07, 2.68e-07]    []  
124500    [2.84e-05, 4.63e-06, 4.79e-06, 4.54e-06, 4.64e-06, 2.29e-06, 1.94e-06, 9.74e-07, 3.35e-09, 1.25e-04, 1.51e-04, 1.02e-03, 1.26e-03, 5.93e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.53e-09, 4.55e-08, 1.32e-06, 1.78e-07]    [2.84e-05, 4.63e-06, 4.79e-06, 4.54e-06, 4.64e-06, 2.29e-06, 1.94e-06, 9.74e-07, 3.35e-09, 1.25e-04, 1.51e-04, 1.02e-03, 1.26e-03, 5.93e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.53e-09, 4.55e-08, 1.32e-06, 1.78e-07]    []  
124600    [3.51e-06, 1.52e-06, 1.77e-06, 2.04e-06, 1.79e-06, 1.26e-06, 1.26e-06, 1.01e-06, 8.77e-10, 6.98e-08, 8.60e-06, 7.95e-05, 5.31e-05, 1.78e-06, 4.85e-08, 3.49e-08, 5.23e-08, 4.73e-08, 1.63e-07, 4.50e-08, 7.92e-07, 1.36e-07]    [3.51e-06, 1.52e-06, 1.77e-06, 2.04e-06, 1.79e-06, 1.26e-06, 1.26e-06, 1.01e-06, 8.77e-10, 6.98e-08, 8.60e-06, 7.95e-05, 5.31e-05, 1.78e-06, 4.85e-08, 3.49e-08, 5.23e-08, 4.73e-08, 1.63e-07, 4.50e-08, 7.92e-07, 1.36e-07]    []  
124700    [3.03e-06, 1.54e-06, 1.79e-06, 2.16e-06, 2.01e-06, 1.32e-06, 1.21e-06, 5.87e-08, 6.78e-09, 6.69e-06, 1.53e-05, 1.23e-04, 1.09e-04, 2.92e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.54e-08, 5.01e-08, 2.58e-07, 1.37e-07]    [3.03e-06, 1.54e-06, 1.79e-06, 2.16e-06, 2.01e-06, 1.32e-06, 1.21e-06, 5.87e-08, 6.78e-09, 6.69e-06, 1.53e-05, 1.23e-04, 1.09e-04, 2.92e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.54e-08, 5.01e-08, 2.58e-07, 1.37e-07]    []  
124800    [3.60e-06, 1.58e-06, 1.83e-06, 1.94e-06, 1.70e-06, 1.20e-06, 1.18e-06, 1.87e-07, 6.27e-09, 4.02e-09, 7.73e-06, 7.38e-05, 5.10e-05, 1.32e-06, 2.07e-08, 1.80e-08, 2.49e-08, 2.20e-08, 7.85e-09, 2.70e-08, 3.50e-07, 8.12e-08]    [3.60e-06, 1.58e-06, 1.83e-06, 1.94e-06, 1.70e-06, 1.20e-06, 1.18e-06, 1.87e-07, 6.27e-09, 4.02e-09, 7.73e-06, 7.38e-05, 5.10e-05, 1.32e-06, 2.07e-08, 1.80e-08, 2.49e-08, 2.20e-08, 7.85e-09, 2.70e-08, 3.50e-07, 8.12e-08]    []  
124900    [3.79e-06, 1.76e-06, 2.02e-06, 2.22e-06, 1.84e-06, 1.21e-06, 1.24e-06, 3.32e-08, 9.13e-09, 1.55e-09, 6.25e-06, 6.63e-05, 4.76e-05, 1.16e-06, 2.34e-08, 2.27e-08, 3.36e-08, 2.70e-08, 2.74e-08, 3.44e-08, 1.71e-07, 1.00e-07]    [3.79e-06, 1.76e-06, 2.02e-06, 2.22e-06, 1.84e-06, 1.21e-06, 1.24e-06, 3.32e-08, 9.13e-09, 1.55e-09, 6.25e-06, 6.63e-05, 4.76e-05, 1.16e-06, 2.34e-08, 2.27e-08, 3.36e-08, 2.70e-08, 2.74e-08, 3.44e-08, 1.71e-07, 1.00e-07]    []  
125000    [6.61e-06, 2.27e-06, 2.60e-06, 1.65e-06, 1.39e-06, 1.30e-06, 1.33e-06, 4.20e-05, 8.69e-10, 1.54e-08, 1.11e-05, 6.88e-05, 1.30e-04, 8.89e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.17e-08, 4.68e-05, 4.66e-08]    [6.61e-06, 2.27e-06, 2.60e-06, 1.65e-06, 1.39e-06, 1.30e-06, 1.33e-06, 4.20e-05, 8.69e-10, 1.54e-08, 1.11e-05, 6.88e-05, 1.30e-04, 8.89e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.17e-08, 4.68e-05, 4.66e-08]    []  
125100    [3.85e-06, 2.01e-06, 2.24e-06, 2.23e-06, 1.92e-06, 1.23e-06, 1.15e-06, 3.08e-08, 9.70e-09, 5.30e-11, 5.42e-06, 5.01e-05, 4.03e-05, 1.52e-06, 1.98e-08, 1.94e-08, 2.29e-08, 2.01e-08, 1.42e-08, 1.30e-08, 1.53e-07, 9.35e-08]    [3.85e-06, 2.01e-06, 2.24e-06, 2.23e-06, 1.92e-06, 1.23e-06, 1.15e-06, 3.08e-08, 9.70e-09, 5.30e-11, 5.42e-06, 5.01e-05, 4.03e-05, 1.52e-06, 1.98e-08, 1.94e-08, 2.29e-08, 2.01e-08, 1.42e-08, 1.30e-08, 1.53e-07, 9.35e-08]    []  
125200    [3.75e-06, 2.05e-06, 2.25e-06, 2.14e-06, 1.95e-06, 1.25e-06, 1.14e-06, 1.66e-08, 1.10e-08, 2.85e-09, 4.60e-06, 4.27e-05, 3.52e-05, 1.53e-06, 1.56e-08, 1.45e-08, 1.40e-08, 1.36e-08, 1.43e-08, 1.32e-08, 1.31e-07, 9.18e-08]    [3.75e-06, 2.05e-06, 2.25e-06, 2.14e-06, 1.95e-06, 1.25e-06, 1.14e-06, 1.66e-08, 1.10e-08, 2.85e-09, 4.60e-06, 4.27e-05, 3.52e-05, 1.53e-06, 1.56e-08, 1.45e-08, 1.40e-08, 1.36e-08, 1.43e-08, 1.32e-08, 1.31e-07, 9.18e-08]    []  
125300    [4.10e-06, 2.18e-06, 2.36e-06, 1.88e-06, 1.91e-06, 1.32e-06, 1.20e-06, 1.58e-06, 1.20e-08, 1.49e-07, 4.96e-06, 3.88e-05, 3.14e-05, 1.28e-05, 8.33e-10, 1.57e-10, 4.59e-09, 4.80e-09, 1.93e-07, 1.32e-08, 1.09e-06, 9.13e-08]    [4.10e-06, 2.18e-06, 2.36e-06, 1.88e-06, 1.91e-06, 1.32e-06, 1.20e-06, 1.58e-06, 1.20e-08, 1.49e-07, 4.96e-06, 3.88e-05, 3.14e-05, 1.28e-05, 8.33e-10, 1.57e-10, 4.59e-09, 4.80e-09, 1.93e-07, 1.32e-08, 1.09e-06, 9.13e-08]    []  
125400    [4.77e-06, 2.17e-06, 2.37e-06, 1.74e-06, 1.87e-06, 1.53e-06, 1.34e-06, 2.62e-07, 7.17e-09, 7.99e-07, 6.05e-06, 5.05e-05, 4.58e-05, 6.63e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.55e-08, 1.49e-08, 4.14e-07, 5.93e-08]    [4.77e-06, 2.17e-06, 2.37e-06, 1.74e-06, 1.87e-06, 1.53e-06, 1.34e-06, 2.62e-07, 7.17e-09, 7.99e-07, 6.05e-06, 5.05e-05, 4.58e-05, 6.63e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.55e-08, 1.49e-08, 4.14e-07, 5.93e-08]    []  
125500    [3.62e-06, 2.25e-06, 2.41e-06, 2.16e-06, 2.14e-06, 1.33e-06, 1.10e-06, 5.14e-06, 2.62e-08, 1.18e-08, 4.65e-06, 2.40e-05, 2.00e-05, 1.75e-06, 1.79e-08, 1.78e-08, 1.63e-08, 1.52e-08, 0.00e+00, 1.33e-08, 8.32e-06, 1.18e-07]    [3.62e-06, 2.25e-06, 2.41e-06, 2.16e-06, 2.14e-06, 1.33e-06, 1.10e-06, 5.14e-06, 2.62e-08, 1.18e-08, 4.65e-06, 2.40e-05, 2.00e-05, 1.75e-06, 1.79e-08, 1.78e-08, 1.63e-08, 1.52e-08, 0.00e+00, 1.33e-08, 8.32e-06, 1.18e-07]    []  
125600    [4.37e-06, 2.58e-06, 2.65e-06, 1.83e-06, 1.91e-06, 1.40e-06, 1.17e-06, 3.16e-08, 2.01e-04, 2.09e-06, 7.13e-06, 2.51e-05, 2.30e-05, 2.41e-05, 1.79e-10, 4.39e-10, 1.40e-09, 6.28e-10, 1.11e-08, 0.00e+00, 1.26e-07, 2.48e-04]    [4.37e-06, 2.58e-06, 2.65e-06, 1.83e-06, 1.91e-06, 1.40e-06, 1.17e-06, 3.16e-08, 2.01e-04, 2.09e-06, 7.13e-06, 2.51e-05, 2.30e-05, 2.41e-05, 1.79e-10, 4.39e-10, 1.40e-09, 6.28e-10, 1.11e-08, 0.00e+00, 1.26e-07, 2.48e-04]    []  
125700    [3.57e-06, 2.50e-06, 2.58e-06, 2.29e-06, 2.32e-06, 1.37e-06, 1.20e-06, 1.14e-06, 3.84e-10, 2.05e-10, 4.59e-06, 1.61e-05, 1.45e-05, 1.59e-06, 1.95e-08, 1.97e-08, 1.94e-08, 1.85e-08, 1.50e-12, 3.15e-08, 1.40e-06, 6.07e-08]    [3.57e-06, 2.50e-06, 2.58e-06, 2.29e-06, 2.32e-06, 1.37e-06, 1.20e-06, 1.14e-06, 3.84e-10, 2.05e-10, 4.59e-06, 1.61e-05, 1.45e-05, 1.59e-06, 1.95e-08, 1.97e-08, 1.94e-08, 1.85e-08, 1.50e-12, 3.15e-08, 1.40e-06, 6.07e-08]    []  
125800    [6.16e-06, 2.65e-06, 2.68e-06, 2.23e-06, 2.30e-06, 1.61e-06, 1.19e-06, 2.05e-04, 1.08e-08, 7.03e-06, 1.42e-05, 3.27e-05, 1.45e-04, 2.86e-04, 1.07e-06, 1.01e-06, 1.58e-06, 1.58e-06, 2.78e-05, 3.12e-08, 1.38e-04, 8.62e-08]    [6.16e-06, 2.65e-06, 2.68e-06, 2.23e-06, 2.30e-06, 1.61e-06, 1.19e-06, 2.05e-04, 1.08e-08, 7.03e-06, 1.42e-05, 3.27e-05, 1.45e-04, 2.86e-04, 1.07e-06, 1.01e-06, 1.58e-06, 1.58e-06, 2.78e-05, 3.12e-08, 1.38e-04, 8.62e-08]    []  
125900    [3.64e-06, 2.49e-06, 2.55e-06, 2.30e-06, 2.37e-06, 1.39e-06, 1.17e-06, 2.90e-09, 1.11e-08, 9.83e-10, 4.43e-06, 1.42e-05, 1.41e-05, 2.27e-06, 1.43e-08, 1.71e-08, 1.80e-08, 1.67e-08, 1.11e-08, 1.78e-08, 8.24e-08, 6.48e-08]    [3.64e-06, 2.49e-06, 2.55e-06, 2.30e-06, 2.37e-06, 1.39e-06, 1.17e-06, 2.90e-09, 1.11e-08, 9.83e-10, 4.43e-06, 1.42e-05, 1.41e-05, 2.27e-06, 1.43e-08, 1.71e-08, 1.80e-08, 1.67e-08, 1.11e-08, 1.78e-08, 8.24e-08, 6.48e-08]    []  
126000    [8.47e-06, 3.46e-06, 3.27e-06, 3.26e-06, 3.58e-06, 1.60e-06, 1.25e-06, 8.67e-08, 1.34e-08, 3.99e-05, 5.13e-05, 2.76e-04, 3.96e-04, 1.76e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-08, 2.83e-08, 2.91e-07, 9.18e-08]    [8.47e-06, 3.46e-06, 3.27e-06, 3.26e-06, 3.58e-06, 1.60e-06, 1.25e-06, 8.67e-08, 1.34e-08, 3.99e-05, 5.13e-05, 2.76e-04, 3.96e-04, 1.76e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-08, 2.83e-08, 2.91e-07, 9.18e-08]    []  

Best model at step 123065:
  train loss: 1.11e-05
  test loss: 1.11e-05
  test metric: []

'train' took 41.705943 s

Best train step: 123065
lambda_a: 7.020890697676293
lambda_b: 6.151070865302765
kappa_a: 1.6561445527641405
kappa_b: 1.492842383565811
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
126000    [8.47e-06, 3.46e-06, 3.27e-06, 3.26e-06, 3.58e-06, 1.60e-06, 1.25e-06, 8.67e-08, 1.34e-08, 3.99e-05, 5.13e-05, 2.76e-04, 3.96e-04, 1.76e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-08, 2.83e-08, 2.91e-07, 9.18e-08]    [8.47e-06, 3.46e-06, 3.27e-06, 3.26e-06, 3.58e-06, 1.60e-06, 1.25e-06, 8.67e-08, 1.34e-08, 3.99e-05, 5.13e-05, 2.76e-04, 3.96e-04, 1.76e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-08, 2.83e-08, 2.91e-07, 9.18e-08]    []  
126100    [3.63e-06, 2.56e-06, 2.66e-06, 2.30e-06, 2.35e-06, 1.51e-06, 1.11e-06, 9.59e-07, 1.43e-08, 3.93e-09, 4.08e-06, 1.14e-05, 1.12e-05, 2.11e-06, 2.64e-08, 3.01e-08, 3.55e-08, 3.37e-08, 1.78e-07, 2.77e-08, 9.67e-07, 8.23e-08]    [3.63e-06, 2.56e-06, 2.66e-06, 2.30e-06, 2.35e-06, 1.51e-06, 1.11e-06, 9.59e-07, 1.43e-08, 3.93e-09, 4.08e-06, 1.14e-05, 1.12e-05, 2.11e-06, 2.64e-08, 3.01e-08, 3.55e-08, 3.37e-08, 1.78e-07, 2.77e-08, 9.67e-07, 8.23e-08]    []  
126200    [3.17e-05, 5.41e-06, 5.20e-06, 4.40e-06, 4.28e-06, 2.53e-06, 2.05e-06, 1.57e-07, 3.62e-08, 1.55e-04, 2.07e-04, 5.81e-04, 1.58e-03, 5.52e-03, 5.09e-05, 4.84e-05, 2.64e-05, 2.51e-05, 3.41e-09, 2.15e-08, 2.71e-07, 6.98e-08]    [3.17e-05, 5.41e-06, 5.20e-06, 4.40e-06, 4.28e-06, 2.53e-06, 2.05e-06, 1.57e-07, 3.62e-08, 1.55e-04, 2.07e-04, 5.81e-04, 1.58e-03, 5.52e-03, 5.09e-05, 4.84e-05, 2.64e-05, 2.51e-05, 3.41e-09, 2.15e-08, 2.71e-07, 6.98e-08]    []  
126300    [3.28e-06, 2.52e-06, 2.60e-06, 2.27e-06, 2.33e-06, 1.39e-06, 1.10e-06, 9.14e-09, 3.27e-08, 5.76e-08, 3.75e-06, 1.21e-05, 1.20e-05, 3.65e-06, 5.75e-09, 7.49e-09, 9.18e-09, 1.02e-08, 1.44e-08, 7.13e-09, 6.46e-08, 1.06e-07]    [3.28e-06, 2.52e-06, 2.60e-06, 2.27e-06, 2.33e-06, 1.39e-06, 1.10e-06, 9.14e-09, 3.27e-08, 5.76e-08, 3.75e-06, 1.21e-05, 1.20e-05, 3.65e-06, 5.75e-09, 7.49e-09, 9.18e-09, 1.02e-08, 1.44e-08, 7.13e-09, 6.46e-08, 1.06e-07]    []  
126400    [3.44e-06, 2.48e-06, 2.58e-06, 2.24e-06, 2.29e-06, 1.45e-06, 1.12e-06, 2.31e-08, 3.22e-08, 5.34e-10, 3.56e-06, 9.57e-06, 9.41e-06, 1.45e-06, 1.71e-08, 1.99e-08, 2.63e-08, 2.54e-08, 3.76e-08, 1.46e-08, 1.07e-07, 1.23e-07]    [3.44e-06, 2.48e-06, 2.58e-06, 2.24e-06, 2.29e-06, 1.45e-06, 1.12e-06, 2.31e-08, 3.22e-08, 5.34e-10, 3.56e-06, 9.57e-06, 9.41e-06, 1.45e-06, 1.71e-08, 1.99e-08, 2.63e-08, 2.54e-08, 3.76e-08, 1.46e-08, 1.07e-07, 1.23e-07]    []  
126500    [7.72e-06, 3.52e-06, 3.92e-06, 3.65e-06, 3.72e-06, 1.60e-06, 1.46e-06, 8.92e-09, 4.99e-04, 3.87e-05, 5.05e-05, 2.08e-04, 5.39e-04, 1.80e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.16e-08, 1.15e-04, 1.06e-07, 4.96e-04]    [7.72e-06, 3.52e-06, 3.92e-06, 3.65e-06, 3.72e-06, 1.60e-06, 1.46e-06, 8.92e-09, 4.99e-04, 3.87e-05, 5.05e-05, 2.08e-04, 5.39e-04, 1.80e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.16e-08, 1.15e-04, 1.06e-07, 4.96e-04]    []  
126600    [3.27e-06, 2.55e-06, 2.57e-06, 2.34e-06, 2.34e-06, 1.34e-06, 1.30e-06, 2.67e-06, 1.81e-09, 1.51e-08, 2.98e-06, 1.21e-05, 1.22e-05, 1.79e-06, 1.86e-08, 2.03e-08, 4.04e-08, 3.55e-08, 2.65e-07, 3.22e-08, 1.50e-06, 6.28e-08]    [3.27e-06, 2.55e-06, 2.57e-06, 2.34e-06, 2.34e-06, 1.34e-06, 1.30e-06, 2.67e-06, 1.81e-09, 1.51e-08, 2.98e-06, 1.21e-05, 1.22e-05, 1.79e-06, 1.86e-08, 2.03e-08, 4.04e-08, 3.55e-08, 2.65e-07, 3.22e-08, 1.50e-06, 6.28e-08]    []  
126700    [3.11e-06, 2.38e-06, 2.55e-06, 2.22e-06, 2.22e-06, 1.37e-06, 1.25e-06, 3.51e-05, 5.27e-09, 1.83e-09, 2.65e-06, 9.25e-06, 9.23e-06, 1.28e-06, 1.91e-08, 2.05e-08, 4.62e-08, 4.24e-08, 0.00e+00, 2.48e-08, 4.17e-05, 1.08e-07]    [3.11e-06, 2.38e-06, 2.55e-06, 2.22e-06, 2.22e-06, 1.37e-06, 1.25e-06, 3.51e-05, 5.27e-09, 1.83e-09, 2.65e-06, 9.25e-06, 9.23e-06, 1.28e-06, 1.91e-08, 2.05e-08, 4.62e-08, 4.24e-08, 0.00e+00, 2.48e-08, 4.17e-05, 1.08e-07]    []  
126800    [3.05e-06, 2.43e-06, 2.59e-06, 2.23e-06, 2.21e-06, 1.47e-06, 1.25e-06, 6.76e-08, 7.72e-09, 6.08e-10, 2.22e-06, 7.51e-06, 7.74e-06, 7.43e-07, 1.83e-08, 2.05e-08, 4.65e-08, 4.17e-08, 2.83e-08, 2.42e-08, 2.46e-07, 1.16e-07]    [3.05e-06, 2.43e-06, 2.59e-06, 2.23e-06, 2.21e-06, 1.47e-06, 1.25e-06, 6.76e-08, 7.72e-09, 6.08e-10, 2.22e-06, 7.51e-06, 7.74e-06, 7.43e-07, 1.83e-08, 2.05e-08, 4.65e-08, 4.17e-08, 2.83e-08, 2.42e-08, 2.46e-07, 1.16e-07]    []  
126900    [3.57e-06, 4.22e-06, 4.59e-06, 3.44e-06, 3.48e-06, 2.74e-06, 2.46e-06, 2.15e-06, 1.70e-08, 4.47e-06, 1.72e-04, 5.35e-04, 2.06e-03, 1.10e-03, 3.28e-06, 2.30e-06, 0.00e+00, 0.00e+00, 0.00e+00, 6.28e-09, 2.89e-06, 9.88e-08]    [3.57e-06, 4.22e-06, 4.59e-06, 3.44e-06, 3.48e-06, 2.74e-06, 2.46e-06, 2.15e-06, 1.70e-08, 4.47e-06, 1.72e-04, 5.35e-04, 2.06e-03, 1.10e-03, 3.28e-06, 2.30e-06, 0.00e+00, 0.00e+00, 0.00e+00, 6.28e-09, 2.89e-06, 9.88e-08]    []  
127000    [3.42e-06, 2.68e-06, 2.97e-06, 2.25e-06, 2.38e-06, 1.50e-06, 1.23e-06, 3.24e-08, 4.65e-09, 2.71e-09, 2.03e-06, 7.00e-06, 7.17e-06, 7.64e-08, 6.12e-09, 8.18e-09, 9.85e-09, 6.41e-09, 3.08e-08, 8.62e-09, 7.59e-08, 5.91e-08]    [3.42e-06, 2.68e-06, 2.97e-06, 2.25e-06, 2.38e-06, 1.50e-06, 1.23e-06, 3.24e-08, 4.65e-09, 2.71e-09, 2.03e-06, 7.00e-06, 7.17e-06, 7.64e-08, 6.12e-09, 8.18e-09, 9.85e-09, 6.41e-09, 3.08e-08, 8.62e-09, 7.59e-08, 5.91e-08]    []  
127100    [3.20e-06, 2.53e-06, 2.79e-06, 2.15e-06, 2.28e-06, 1.54e-06, 1.25e-06, 7.66e-09, 9.41e-09, 9.45e-10, 1.70e-06, 5.89e-06, 5.85e-06, 4.95e-08, 6.45e-09, 9.67e-09, 8.40e-09, 7.09e-09, 1.55e-08, 8.96e-09, 9.96e-08, 6.98e-08]    [3.20e-06, 2.53e-06, 2.79e-06, 2.15e-06, 2.28e-06, 1.54e-06, 1.25e-06, 7.66e-09, 9.41e-09, 9.45e-10, 1.70e-06, 5.89e-06, 5.85e-06, 4.95e-08, 6.45e-09, 9.67e-09, 8.40e-09, 7.09e-09, 1.55e-08, 8.96e-09, 9.96e-08, 6.98e-08]    []  
127200    [3.04e-06, 2.46e-06, 2.69e-06, 2.12e-06, 2.25e-06, 1.57e-06, 1.26e-06, 4.90e-09, 7.03e-09, 1.74e-09, 1.47e-06, 5.15e-06, 5.09e-06, 4.61e-08, 5.57e-09, 8.87e-09, 8.36e-09, 8.15e-09, 1.71e-08, 9.51e-09, 9.17e-08, 6.73e-08]    [3.04e-06, 2.46e-06, 2.69e-06, 2.12e-06, 2.25e-06, 1.57e-06, 1.26e-06, 4.90e-09, 7.03e-09, 1.74e-09, 1.47e-06, 5.15e-06, 5.09e-06, 4.61e-08, 5.57e-09, 8.87e-09, 8.36e-09, 8.15e-09, 1.71e-08, 9.51e-09, 9.17e-08, 6.73e-08]    []  
127300    [2.94e-06, 2.42e-06, 2.63e-06, 2.09e-06, 2.23e-06, 1.59e-06, 1.27e-06, 5.89e-08, 3.45e-09, 2.01e-09, 1.32e-06, 4.61e-06, 4.56e-06, 4.47e-08, 5.29e-09, 8.41e-09, 8.87e-09, 8.86e-09, 3.22e-08, 1.15e-08, 7.52e-08, 5.89e-08]    [2.94e-06, 2.42e-06, 2.63e-06, 2.09e-06, 2.23e-06, 1.59e-06, 1.27e-06, 5.89e-08, 3.45e-09, 2.01e-09, 1.32e-06, 4.61e-06, 4.56e-06, 4.47e-08, 5.29e-09, 8.41e-09, 8.87e-09, 8.86e-09, 3.22e-08, 1.15e-08, 7.52e-08, 5.89e-08]    []  
127400    [6.80e-06, 2.76e-06, 3.08e-06, 1.66e-06, 1.82e-06, 1.67e-06, 1.39e-06, 3.93e-09, 1.49e-05, 3.21e-09, 3.92e-06, 2.41e-05, 5.32e-05, 3.04e-05, 3.18e-09, 2.79e-10, 2.81e-07, 4.05e-07, 7.76e-09, 2.75e-06, 7.49e-08, 1.41e-05]    [6.80e-06, 2.76e-06, 3.08e-06, 1.66e-06, 1.82e-06, 1.67e-06, 1.39e-06, 3.93e-09, 1.49e-05, 3.21e-09, 3.92e-06, 2.41e-05, 5.32e-05, 3.04e-05, 3.18e-09, 2.79e-10, 2.81e-07, 4.05e-07, 7.76e-09, 2.75e-06, 7.49e-08, 1.41e-05]    []  
127500    [2.79e-06, 2.40e-06, 2.52e-06, 2.07e-06, 2.26e-06, 1.49e-06, 1.22e-06, 3.08e-08, 7.26e-07, 3.34e-09, 1.34e-06, 6.19e-06, 6.27e-06, 4.10e-08, 3.06e-09, 5.55e-09, 5.07e-09, 4.41e-09, 1.81e-08, 9.01e-08, 4.78e-08, 5.36e-07]    [2.79e-06, 2.40e-06, 2.52e-06, 2.07e-06, 2.26e-06, 1.49e-06, 1.22e-06, 3.08e-08, 7.26e-07, 3.34e-09, 1.34e-06, 6.19e-06, 6.27e-06, 4.10e-08, 3.06e-09, 5.55e-09, 5.07e-09, 4.41e-09, 1.81e-08, 9.01e-08, 4.78e-08, 5.36e-07]    []  
127600    [2.62e-06, 2.27e-06, 2.48e-06, 1.99e-06, 2.19e-06, 1.53e-06, 1.24e-06, 6.82e-05, 1.12e-08, 3.38e-12, 1.38e-06, 5.48e-06, 5.57e-06, 5.59e-08, 1.25e-08, 1.46e-08, 1.58e-08, 1.16e-08, 0.00e+00, 1.10e-08, 6.64e-05, 9.37e-08]    [2.62e-06, 2.27e-06, 2.48e-06, 1.99e-06, 2.19e-06, 1.53e-06, 1.24e-06, 6.82e-05, 1.12e-08, 3.38e-12, 1.38e-06, 5.48e-06, 5.57e-06, 5.59e-08, 1.25e-08, 1.46e-08, 1.58e-08, 1.16e-08, 0.00e+00, 1.10e-08, 6.64e-05, 9.37e-08]    []  
127700    [2.58e-06, 2.32e-06, 2.43e-06, 2.01e-06, 2.22e-06, 1.62e-06, 1.27e-06, 6.75e-09, 2.69e-08, 1.08e-09, 1.13e-06, 4.49e-06, 4.43e-06, 3.64e-08, 7.61e-09, 1.03e-08, 1.02e-08, 9.39e-09, 2.99e-08, 2.30e-08, 7.61e-08, 5.73e-08]    [2.58e-06, 2.32e-06, 2.43e-06, 2.01e-06, 2.22e-06, 1.62e-06, 1.27e-06, 6.75e-09, 2.69e-08, 1.08e-09, 1.13e-06, 4.49e-06, 4.43e-06, 3.64e-08, 7.61e-09, 1.03e-08, 1.02e-08, 9.39e-09, 2.99e-08, 2.30e-08, 7.61e-08, 5.73e-08]    []  
127800    [7.65e-06, 5.25e-06, 4.97e-06, 3.24e-06, 3.10e-06, 2.84e-06, 2.67e-06, 9.05e-10, 3.16e-04, 7.93e-05, 7.07e-05, 3.29e-04, 1.33e-03, 1.48e-03, 1.75e-06, 1.87e-06, 2.54e-06, 1.46e-06, 1.06e-09, 5.92e-05, 7.14e-08, 2.65e-04]    [7.65e-06, 5.25e-06, 4.97e-06, 3.24e-06, 3.10e-06, 2.84e-06, 2.67e-06, 9.05e-10, 3.16e-04, 7.93e-05, 7.07e-05, 3.29e-04, 1.33e-03, 1.48e-03, 1.75e-06, 1.87e-06, 2.54e-06, 1.46e-06, 1.06e-09, 5.92e-05, 7.14e-08, 2.65e-04]    []  
127900    [2.49e-06, 2.34e-06, 2.33e-06, 2.02e-06, 2.25e-06, 1.50e-06, 1.25e-06, 2.25e-07, 5.24e-08, 1.97e-09, 1.17e-06, 6.58e-06, 6.78e-06, 8.30e-08, 3.78e-09, 5.70e-09, 5.84e-09, 4.66e-09, 3.82e-09, 1.45e-08, 3.13e-07, 4.94e-08]    [2.49e-06, 2.34e-06, 2.33e-06, 2.02e-06, 2.25e-06, 1.50e-06, 1.25e-06, 2.25e-07, 5.24e-08, 1.97e-09, 1.17e-06, 6.58e-06, 6.78e-06, 8.30e-08, 3.78e-09, 5.70e-09, 5.84e-09, 4.66e-09, 3.82e-09, 1.45e-08, 3.13e-07, 4.94e-08]    []  
128000    [2.44e-06, 2.30e-06, 2.29e-06, 1.99e-06, 2.23e-06, 1.53e-06, 1.27e-06, 1.87e-07, 6.12e-09, 5.06e-09, 1.08e-06, 5.18e-06, 5.09e-06, 3.79e-08, 2.20e-09, 4.36e-09, 3.52e-09, 3.99e-09, 3.11e-08, 9.38e-09, 1.19e-07, 2.52e-08]    [2.44e-06, 2.30e-06, 2.29e-06, 1.99e-06, 2.23e-06, 1.53e-06, 1.27e-06, 1.87e-07, 6.12e-09, 5.06e-09, 1.08e-06, 5.18e-06, 5.09e-06, 3.79e-08, 2.20e-09, 4.36e-09, 3.52e-09, 3.99e-09, 3.11e-08, 9.38e-09, 1.19e-07, 2.52e-08]    []  

Best model at step 123065:
  train loss: 1.11e-05
  test loss: 1.11e-05
  test metric: []

'train' took 38.484469 s

Best train step: 123065
lambda_a: 7.020890697676293
lambda_b: 6.151070865302765
kappa_a: 1.6561445527641405
kappa_b: 1.492842383565811
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
128000    [2.44e-06, 2.30e-06, 2.29e-06, 1.99e-06, 2.23e-06, 1.53e-06, 1.27e-06, 1.87e-07, 6.12e-09, 5.06e-09, 1.08e-06, 5.18e-06, 5.09e-06, 3.79e-08, 2.20e-09, 4.36e-09, 3.52e-09, 3.99e-09, 3.11e-08, 9.38e-09, 1.19e-07, 2.52e-08]    [2.44e-06, 2.30e-06, 2.29e-06, 1.99e-06, 2.23e-06, 1.53e-06, 1.27e-06, 1.87e-07, 6.12e-09, 5.06e-09, 1.08e-06, 5.18e-06, 5.09e-06, 3.79e-08, 2.20e-09, 4.36e-09, 3.52e-09, 3.99e-09, 3.11e-08, 9.38e-09, 1.19e-07, 2.52e-08]    []  
128100    [2.41e-06, 2.29e-06, 2.28e-06, 1.97e-06, 2.22e-06, 1.56e-06, 1.28e-06, 2.68e-07, 3.32e-09, 4.11e-09, 1.01e-06, 4.37e-06, 4.24e-06, 3.90e-08, 2.09e-09, 4.06e-09, 3.97e-09, 4.65e-09, 3.25e-08, 8.52e-09, 1.25e-07, 3.03e-08]    [2.41e-06, 2.29e-06, 2.28e-06, 1.97e-06, 2.22e-06, 1.56e-06, 1.28e-06, 2.68e-07, 3.32e-09, 4.11e-09, 1.01e-06, 4.37e-06, 4.24e-06, 3.90e-08, 2.09e-09, 4.06e-09, 3.97e-09, 4.65e-09, 3.25e-08, 8.52e-09, 1.25e-07, 3.03e-08]    []  
128200    [2.27e-05, 5.11e-06, 4.47e-06, 3.98e-06, 4.21e-06, 2.56e-06, 2.12e-06, 5.79e-09, 1.63e-09, 9.46e-05, 1.31e-04, 8.00e-04, 7.90e-04, 4.46e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.00e-08, 6.46e-09, 5.06e-08, 3.69e-08]    [2.27e-05, 5.11e-06, 4.47e-06, 3.98e-06, 4.21e-06, 2.56e-06, 2.12e-06, 5.79e-09, 1.63e-09, 9.46e-05, 1.31e-04, 8.00e-04, 7.90e-04, 4.46e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.00e-08, 6.46e-09, 5.06e-08, 3.69e-08]    []  
128300    [2.28e-06, 2.31e-06, 2.21e-06, 2.01e-06, 2.24e-06, 1.43e-06, 1.20e-06, 1.29e-08, 1.52e-09, 3.94e-08, 1.36e-06, 6.92e-06, 7.13e-06, 2.96e-07, 3.18e-10, 1.14e-09, 1.95e-09, 1.32e-09, 8.74e-09, 3.71e-09, 2.80e-08, 2.80e-08]    [2.28e-06, 2.31e-06, 2.21e-06, 2.01e-06, 2.24e-06, 1.43e-06, 1.20e-06, 1.29e-08, 1.52e-09, 3.94e-08, 1.36e-06, 6.92e-06, 7.13e-06, 2.96e-07, 3.18e-10, 1.14e-09, 1.95e-09, 1.32e-09, 8.74e-09, 3.71e-09, 2.80e-08, 2.80e-08]    []  
128400    [2.29e-06, 2.27e-06, 2.19e-06, 1.96e-06, 2.24e-06, 1.50e-06, 1.22e-06, 2.10e-08, 7.60e-09, 2.59e-09, 1.11e-06, 5.04e-06, 4.92e-06, 4.15e-08, 1.22e-09, 2.90e-09, 1.91e-09, 2.28e-09, 9.76e-09, 2.89e-09, 3.74e-08, 5.11e-08]    [2.29e-06, 2.27e-06, 2.19e-06, 1.96e-06, 2.24e-06, 1.50e-06, 1.22e-06, 2.10e-08, 7.60e-09, 2.59e-09, 1.11e-06, 5.04e-06, 4.92e-06, 4.15e-08, 1.22e-09, 2.90e-09, 1.91e-09, 2.28e-09, 9.76e-09, 2.89e-09, 3.74e-08, 5.11e-08]    []  
128500    [2.22e-06, 2.25e-06, 2.18e-06, 1.93e-06, 2.23e-06, 1.54e-06, 1.24e-06, 2.43e-08, 1.04e-08, 2.88e-09, 1.01e-06, 4.15e-06, 3.99e-06, 3.92e-08, 9.87e-10, 2.46e-09, 1.73e-09, 2.49e-09, 1.01e-08, 2.64e-09, 3.78e-08, 5.64e-08]    [2.22e-06, 2.25e-06, 2.18e-06, 1.93e-06, 2.23e-06, 1.54e-06, 1.24e-06, 2.43e-08, 1.04e-08, 2.88e-09, 1.01e-06, 4.15e-06, 3.99e-06, 3.92e-08, 9.87e-10, 2.46e-09, 1.73e-09, 2.49e-09, 1.01e-08, 2.64e-09, 3.78e-08, 5.64e-08]    []  
128600    [3.02e-06, 2.24e-06, 2.16e-06, 1.87e-06, 2.21e-06, 1.56e-06, 1.32e-06, 5.96e-07, 8.40e-06, 1.10e-06, 3.30e-06, 1.15e-05, 1.59e-05, 5.62e-05, 2.95e-07, 2.66e-07, 2.10e-07, 1.97e-07, 6.03e-08, 0.00e+00, 2.76e-07, 6.87e-06]    [3.02e-06, 2.24e-06, 2.16e-06, 1.87e-06, 2.21e-06, 1.56e-06, 1.32e-06, 5.96e-07, 8.40e-06, 1.10e-06, 3.30e-06, 1.15e-05, 1.59e-05, 5.62e-05, 2.95e-07, 2.66e-07, 2.10e-07, 1.97e-07, 6.03e-08, 0.00e+00, 2.76e-07, 6.87e-06]    []  
128700    [2.13e-06, 2.24e-06, 2.10e-06, 1.96e-06, 2.22e-06, 1.45e-06, 1.24e-06, 2.66e-07, 5.04e-12, 5.63e-09, 9.74e-07, 5.49e-06, 5.48e-06, 3.07e-07, 1.02e-10, 4.65e-10, 3.95e-10, 2.71e-10, 2.90e-08, 2.53e-09, 1.53e-07, 2.81e-08]    [2.13e-06, 2.24e-06, 2.10e-06, 1.96e-06, 2.22e-06, 1.45e-06, 1.24e-06, 2.66e-07, 5.04e-12, 5.63e-09, 9.74e-07, 5.49e-06, 5.48e-06, 3.07e-07, 1.02e-10, 4.65e-10, 3.95e-10, 2.71e-10, 2.90e-08, 2.53e-09, 1.53e-07, 2.81e-08]    []  
128800    [2.07e-06, 2.23e-06, 2.11e-06, 1.92e-06, 2.23e-06, 1.51e-06, 1.26e-06, 1.64e-08, 2.61e-09, 3.78e-09, 9.29e-07, 4.03e-06, 3.86e-06, 3.88e-08, 3.54e-10, 1.21e-09, 8.69e-10, 1.22e-09, 5.43e-09, 2.83e-09, 3.16e-08, 2.23e-08]    [2.07e-06, 2.23e-06, 2.11e-06, 1.92e-06, 2.23e-06, 1.51e-06, 1.26e-06, 1.64e-08, 2.61e-09, 3.78e-09, 9.29e-07, 4.03e-06, 3.86e-06, 3.88e-08, 3.54e-10, 1.21e-09, 8.69e-10, 1.22e-09, 5.43e-09, 2.83e-09, 3.16e-08, 2.23e-08]    []  
128900    [3.10e-06, 2.24e-06, 2.15e-06, 1.88e-06, 2.23e-06, 1.56e-06, 1.29e-06, 2.12e-08, 1.50e-09, 1.66e-06, 3.66e-06, 1.32e-05, 1.88e-05, 7.29e-05, 4.29e-07, 3.59e-07, 2.37e-07, 2.59e-07, 5.51e-09, 2.62e-09, 3.33e-08, 2.33e-08]    [3.10e-06, 2.24e-06, 2.15e-06, 1.88e-06, 2.23e-06, 1.56e-06, 1.29e-06, 2.12e-08, 1.50e-09, 1.66e-06, 3.66e-06, 1.32e-05, 1.88e-05, 7.29e-05, 4.29e-07, 3.59e-07, 2.37e-07, 2.59e-07, 5.51e-09, 2.62e-09, 3.33e-08, 2.33e-08]    []  
129000    [2.13e-06, 2.30e-06, 2.06e-06, 2.00e-06, 2.28e-06, 1.50e-06, 1.20e-06, 1.32e-06, 2.06e-07, 1.24e-07, 3.63e-06, 6.94e-06, 7.10e-06, 3.10e-07, 5.32e-09, 7.26e-09, 5.66e-09, 4.53e-09, 9.23e-08, 1.29e-08, 6.88e-07, 3.07e-07]    [2.13e-06, 2.30e-06, 2.06e-06, 2.00e-06, 2.28e-06, 1.50e-06, 1.20e-06, 1.32e-06, 2.06e-07, 1.24e-07, 3.63e-06, 6.94e-06, 7.10e-06, 3.10e-07, 5.32e-09, 7.26e-09, 5.66e-09, 4.53e-09, 9.23e-08, 1.29e-08, 6.88e-07, 3.07e-07]    []  
129100    [2.18e-06, 2.26e-06, 2.08e-06, 1.93e-06, 2.28e-06, 1.45e-06, 1.16e-06, 2.29e-06, 1.80e-06, 2.02e-07, 3.37e-06, 4.94e-06, 4.85e-06, 1.23e-07, 4.16e-09, 4.69e-09, 3.21e-09, 3.21e-09, 0.00e+00, 1.39e-07, 4.80e-06, 6.77e-07]    [2.18e-06, 2.26e-06, 2.08e-06, 1.93e-06, 2.28e-06, 1.45e-06, 1.16e-06, 2.29e-06, 1.80e-06, 2.02e-07, 3.37e-06, 4.94e-06, 4.85e-06, 1.23e-07, 4.16e-09, 4.69e-09, 3.21e-09, 3.21e-09, 0.00e+00, 1.39e-07, 4.80e-06, 6.77e-07]    []  
129200    [2.19e-06, 2.27e-06, 2.07e-06, 1.91e-06, 2.27e-06, 1.46e-06, 1.15e-06, 1.29e-07, 3.94e-08, 1.92e-07, 3.14e-06, 4.10e-06, 3.98e-06, 1.00e-07, 4.85e-09, 4.71e-09, 3.97e-09, 4.40e-09, 0.00e+00, 0.00e+00, 1.04e-06, 5.18e-07]    [2.19e-06, 2.27e-06, 2.07e-06, 1.91e-06, 2.27e-06, 1.46e-06, 1.15e-06, 1.29e-07, 3.94e-08, 1.92e-07, 3.14e-06, 4.10e-06, 3.98e-06, 1.00e-07, 4.85e-09, 4.71e-09, 3.97e-09, 4.40e-09, 0.00e+00, 0.00e+00, 1.04e-06, 5.18e-07]    []  
129300    [2.17e-06, 2.27e-06, 2.08e-06, 1.92e-06, 2.27e-06, 1.47e-06, 1.17e-06, 5.33e-07, 2.36e-09, 1.31e-07, 2.93e-06, 3.59e-06, 3.43e-06, 9.74e-08, 6.11e-09, 6.61e-09, 5.94e-09, 8.70e-09, 2.59e-08, 0.00e+00, 3.71e-07, 3.73e-07]    [2.17e-06, 2.27e-06, 2.08e-06, 1.92e-06, 2.27e-06, 1.47e-06, 1.17e-06, 5.33e-07, 2.36e-09, 1.31e-07, 2.93e-06, 3.59e-06, 3.43e-06, 9.74e-08, 6.11e-09, 6.61e-09, 5.94e-09, 8.70e-09, 2.59e-08, 0.00e+00, 3.71e-07, 3.73e-07]    []  
129400    [3.72e-06, 2.08e-06, 1.97e-06, 1.54e-06, 1.77e-06, 1.14e-06, 9.18e-07, 2.61e-07, 2.36e-08, 4.53e-08, 9.28e-06, 2.39e-05, 3.32e-05, 2.86e-05, 1.08e-08, 1.54e-08, 1.87e-07, 1.43e-07, 1.92e-08, 0.00e+00, 2.15e-07, 2.14e-07]    [3.72e-06, 2.08e-06, 1.97e-06, 1.54e-06, 1.77e-06, 1.14e-06, 9.18e-07, 2.61e-07, 2.36e-08, 4.53e-08, 9.28e-06, 2.39e-05, 3.32e-05, 2.86e-05, 1.08e-08, 1.54e-08, 1.87e-07, 1.43e-07, 1.92e-08, 0.00e+00, 2.15e-07, 2.14e-07]    []  
129500    [2.18e-06, 2.30e-06, 2.04e-06, 1.99e-06, 2.31e-06, 1.24e-06, 9.82e-07, 5.72e-07, 1.45e-07, 1.41e-07, 2.94e-06, 4.68e-06, 4.50e-06, 8.56e-08, 2.96e-09, 3.35e-09, 1.82e-09, 1.79e-09, 4.54e-08, 0.00e+00, 3.43e-07, 5.00e-07]    [2.18e-06, 2.30e-06, 2.04e-06, 1.99e-06, 2.31e-06, 1.24e-06, 9.82e-07, 5.72e-07, 1.45e-07, 1.41e-07, 2.94e-06, 4.68e-06, 4.50e-06, 8.56e-08, 2.96e-09, 3.35e-09, 1.82e-09, 1.79e-09, 4.54e-08, 0.00e+00, 3.43e-07, 5.00e-07]    []  
129600    [1.93e-06, 2.17e-06, 2.02e-06, 1.86e-06, 2.21e-06, 1.51e-06, 1.19e-06, 2.24e-05, 7.70e-07, 1.08e-07, 3.95e-06, 4.35e-06, 4.67e-06, 1.37e-07, 7.34e-09, 4.61e-09, 1.13e-09, 1.14e-09, 0.00e+00, 0.00e+00, 2.87e-05, 1.90e-06]    [1.93e-06, 2.17e-06, 2.02e-06, 1.86e-06, 2.21e-06, 1.51e-06, 1.19e-06, 2.24e-05, 7.70e-07, 1.08e-07, 3.95e-06, 4.35e-06, 4.67e-06, 1.37e-07, 7.34e-09, 4.61e-09, 1.13e-09, 1.14e-09, 0.00e+00, 0.00e+00, 2.87e-05, 1.90e-06]    []  
129700    [2.12e-06, 2.32e-06, 2.06e-06, 2.03e-06, 2.30e-06, 1.27e-06, 9.66e-07, 7.22e-08, 5.49e-08, 6.22e-08, 3.16e-06, 6.98e-06, 7.94e-06, 3.37e-06, 1.42e-08, 1.86e-08, 1.02e-08, 1.16e-08, 4.63e-09, 3.66e-09, 2.24e-07, 1.36e-07]    [2.12e-06, 2.32e-06, 2.06e-06, 2.03e-06, 2.30e-06, 1.27e-06, 9.66e-07, 7.22e-08, 5.49e-08, 6.22e-08, 3.16e-06, 6.98e-06, 7.94e-06, 3.37e-06, 1.42e-08, 1.86e-08, 1.02e-08, 1.16e-08, 4.63e-09, 3.66e-09, 2.24e-07, 1.36e-07]    []  
129800    [1.89e-06, 2.23e-06, 2.00e-06, 1.95e-06, 2.31e-06, 1.32e-06, 1.00e-06, 7.03e-08, 2.37e-07, 1.20e-07, 2.17e-06, 3.93e-06, 3.74e-06, 1.30e-07, 1.73e-08, 1.94e-08, 1.42e-08, 1.45e-08, 0.00e+00, 0.00e+00, 6.24e-07, 6.51e-07]    [1.89e-06, 2.23e-06, 2.00e-06, 1.95e-06, 2.31e-06, 1.32e-06, 1.00e-06, 7.03e-08, 2.37e-07, 1.20e-07, 2.17e-06, 3.93e-06, 3.74e-06, 1.30e-07, 1.73e-08, 1.94e-08, 1.42e-08, 1.45e-08, 0.00e+00, 0.00e+00, 6.24e-07, 6.51e-07]    []  
129900    [4.19e-05, 4.94e-06, 4.09e-06, 5.14e-06, 5.81e-06, 3.24e-06, 2.98e-06, 5.69e-08, 2.34e-07, 2.59e-04, 3.38e-04, 1.16e-03, 1.63e-03, 7.93e-03, 1.17e-04, 1.17e-04, 3.93e-05, 3.80e-05, 3.89e-09, 2.08e-08, 1.17e-07, 1.63e-07]    [4.19e-05, 4.94e-06, 4.09e-06, 5.14e-06, 5.81e-06, 3.24e-06, 2.98e-06, 5.69e-08, 2.34e-07, 2.59e-04, 3.38e-04, 1.16e-03, 1.63e-03, 7.93e-03, 1.17e-04, 1.17e-04, 3.93e-05, 3.80e-05, 3.89e-09, 2.08e-08, 1.17e-07, 1.63e-07]    []  
130000    [1.84e-06, 2.29e-06, 2.01e-06, 2.03e-06, 2.34e-06, 1.16e-06, 8.77e-07, 4.80e-08, 1.02e-08, 1.18e-07, 2.34e-06, 4.45e-06, 4.16e-06, 2.13e-07, 2.72e-10, 3.72e-10, 2.31e-10, 2.19e-10, 3.43e-09, 0.00e+00, 9.71e-08, 9.24e-08]    [1.84e-06, 2.29e-06, 2.01e-06, 2.03e-06, 2.34e-06, 1.16e-06, 8.77e-07, 4.80e-08, 1.02e-08, 1.18e-07, 2.34e-06, 4.45e-06, 4.16e-06, 2.13e-07, 2.72e-10, 3.72e-10, 2.31e-10, 2.19e-10, 3.43e-09, 0.00e+00, 9.71e-08, 9.24e-08]    []  

Best model at step 123065:
  train loss: 1.11e-05
  test loss: 1.11e-05
  test metric: []

'train' took 37.415465 s

Best train step: 123065
lambda_a: 7.020890697676293
lambda_b: 6.151070865302765
kappa_a: 1.6561445527641405
kappa_b: 1.492842383565811
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
130000    [1.84e-06, 2.29e-06, 2.01e-06, 2.03e-06, 2.34e-06, 1.16e-06, 8.77e-07, 4.80e-08, 1.02e-08, 1.18e-07, 2.34e-06, 4.45e-06, 4.16e-06, 2.13e-07, 2.72e-10, 3.72e-10, 2.31e-10, 2.19e-10, 3.43e-09, 0.00e+00, 9.71e-08, 9.24e-08]    [1.84e-06, 2.29e-06, 2.01e-06, 2.03e-06, 2.34e-06, 1.16e-06, 8.77e-07, 4.80e-08, 1.02e-08, 1.18e-07, 2.34e-06, 4.45e-06, 4.16e-06, 2.13e-07, 2.72e-10, 3.72e-10, 2.31e-10, 2.19e-10, 3.43e-09, 0.00e+00, 9.71e-08, 9.24e-08]    []  
130100    [1.83e-06, 2.25e-06, 2.02e-06, 1.95e-06, 2.34e-06, 1.19e-06, 8.76e-07, 9.14e-08, 2.15e-08, 6.84e-08, 2.00e-06, 3.19e-06, 2.94e-06, 5.98e-08, 1.54e-09, 1.84e-09, 9.68e-10, 9.93e-10, 0.00e+00, 1.58e-09, 2.48e-07, 3.16e-08]    [1.83e-06, 2.25e-06, 2.02e-06, 1.95e-06, 2.34e-06, 1.19e-06, 8.76e-07, 9.14e-08, 2.15e-08, 6.84e-08, 2.00e-06, 3.19e-06, 2.94e-06, 5.98e-08, 1.54e-09, 1.84e-09, 9.68e-10, 9.93e-10, 0.00e+00, 1.58e-09, 2.48e-07, 3.16e-08]    []  
130200    [2.14e-06, 2.27e-06, 1.88e-06, 2.03e-06, 2.18e-06, 1.16e-06, 9.42e-07, 3.11e-08, 3.18e-09, 1.36e-05, 7.29e-06, 1.86e-05, 1.74e-05, 1.54e-05, 1.18e-07, 1.25e-07, 1.59e-08, 8.94e-09, 2.62e-09, 0.00e+00, 2.32e-08, 1.38e-08]    [2.14e-06, 2.27e-06, 1.88e-06, 2.03e-06, 2.18e-06, 1.16e-06, 9.42e-07, 3.11e-08, 3.18e-09, 1.36e-05, 7.29e-06, 1.86e-05, 1.74e-05, 1.54e-05, 1.18e-07, 1.25e-07, 1.59e-08, 8.94e-09, 2.62e-09, 0.00e+00, 2.32e-08, 1.38e-08]    []  
130300    [1.74e-06, 2.24e-06, 1.96e-06, 1.95e-06, 2.35e-06, 1.21e-06, 9.29e-07, 9.07e-10, 5.55e-10, 9.85e-09, 1.22e-06, 3.45e-06, 3.11e-06, 7.03e-08, 1.38e-10, 2.59e-10, 2.17e-10, 2.40e-10, 1.22e-11, 0.00e+00, 7.57e-10, 3.29e-09]    [1.74e-06, 2.24e-06, 1.96e-06, 1.95e-06, 2.35e-06, 1.21e-06, 9.29e-07, 9.07e-10, 5.55e-10, 9.85e-09, 1.22e-06, 3.45e-06, 3.11e-06, 7.03e-08, 1.38e-10, 2.59e-10, 2.17e-10, 2.40e-10, 1.22e-11, 0.00e+00, 7.57e-10, 3.29e-09]    []  
130400    [1.65e-06, 2.21e-06, 2.00e-06, 1.92e-06, 2.35e-06, 1.21e-06, 8.85e-07, 4.19e-11, 1.39e-10, 1.04e-09, 7.80e-07, 2.60e-06, 2.25e-06, 4.24e-08, 0.00e+00, 3.70e-11, 0.00e+00, 8.50e-13, 2.61e-13, 0.00e+00, 8.36e-10, 1.35e-09]    [1.65e-06, 2.21e-06, 2.00e-06, 1.92e-06, 2.35e-06, 1.21e-06, 8.85e-07, 4.19e-11, 1.39e-10, 1.04e-09, 7.80e-07, 2.60e-06, 2.25e-06, 4.24e-08, 0.00e+00, 3.70e-11, 0.00e+00, 8.50e-13, 2.61e-13, 0.00e+00, 8.36e-10, 1.35e-09]    []  
130500    [8.29e-06, 3.84e-06, 3.42e-06, 2.72e-06, 2.54e-06, 1.74e-06, 1.31e-06, 1.04e-10, 3.85e-04, 1.87e-05, 4.49e-05, 3.73e-04, 3.17e-04, 9.53e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.10e-13, 9.11e-05, 4.00e-10, 3.84e-04]    [8.29e-06, 3.84e-06, 3.42e-06, 2.72e-06, 2.54e-06, 1.74e-06, 1.31e-06, 1.04e-10, 3.85e-04, 1.87e-05, 4.49e-05, 3.73e-04, 3.17e-04, 9.53e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.10e-13, 9.11e-05, 4.00e-10, 3.84e-04]    []  
130600    [1.61e-06, 2.29e-06, 1.99e-06, 2.07e-06, 2.40e-06, 1.04e-06, 8.35e-07, 9.02e-11, 2.29e-10, 2.28e-11, 7.84e-07, 4.22e-06, 3.96e-06, 7.28e-08, 3.67e-13, 1.71e-10, 5.50e-11, 3.89e-11, 6.17e-13, 1.81e-12, 5.83e-10, 1.81e-10]    [1.61e-06, 2.29e-06, 1.99e-06, 2.07e-06, 2.40e-06, 1.04e-06, 8.35e-07, 9.02e-11, 2.29e-10, 2.28e-11, 7.84e-07, 4.22e-06, 3.96e-06, 7.28e-08, 3.67e-13, 1.71e-10, 5.50e-11, 3.89e-11, 6.17e-13, 1.81e-12, 5.83e-10, 1.81e-10]    []  
130700    [1.54e-06, 2.24e-06, 1.98e-06, 1.97e-06, 2.38e-06, 1.11e-06, 8.59e-07, 1.01e-10, 7.17e-11, 2.33e-10, 6.38e-07, 2.79e-06, 2.43e-06, 4.28e-08, 0.00e+00, 2.18e-11, 0.00e+00, 3.03e-13, 6.78e-13, 4.88e-13, 6.53e-10, 4.14e-10]    [1.54e-06, 2.24e-06, 1.98e-06, 1.97e-06, 2.38e-06, 1.11e-06, 8.59e-07, 1.01e-10, 7.17e-11, 2.33e-10, 6.38e-07, 2.79e-06, 2.43e-06, 4.28e-08, 0.00e+00, 2.18e-11, 0.00e+00, 3.03e-13, 6.78e-13, 4.88e-13, 6.53e-10, 4.14e-10]    []  
130800    [1.51e-06, 2.23e-06, 2.01e-06, 1.94e-06, 2.37e-06, 1.11e-06, 8.20e-07, 1.20e-10, 7.74e-11, 2.92e-10, 5.52e-07, 2.15e-06, 1.80e-06, 4.19e-08, 0.00e+00, 2.20e-11, 0.00e+00, 1.54e-12, 8.08e-13, 5.21e-13, 7.16e-10, 4.66e-10]    [1.51e-06, 2.23e-06, 2.01e-06, 1.94e-06, 2.37e-06, 1.11e-06, 8.20e-07, 1.20e-10, 7.74e-11, 2.92e-10, 5.52e-07, 2.15e-06, 1.80e-06, 4.19e-08, 0.00e+00, 2.20e-11, 0.00e+00, 1.54e-12, 8.08e-13, 5.21e-13, 7.16e-10, 4.66e-10]    []  
130900    [8.93e-06, 2.56e-06, 2.35e-06, 2.12e-06, 2.67e-06, 1.35e-06, 1.09e-06, 1.50e-09, 9.21e-10, 3.14e-05, 4.16e-05, 1.59e-04, 2.31e-04, 1.07e-03, 1.33e-05, 1.37e-05, 4.87e-06, 4.95e-06, 0.00e+00, 0.00e+00, 5.73e-09, 3.61e-09]    [8.93e-06, 2.56e-06, 2.35e-06, 2.12e-06, 2.67e-06, 1.35e-06, 1.09e-06, 1.50e-09, 9.21e-10, 3.14e-05, 4.16e-05, 1.59e-04, 2.31e-04, 1.07e-03, 1.33e-05, 1.37e-05, 4.87e-06, 4.95e-06, 0.00e+00, 0.00e+00, 5.73e-09, 3.61e-09]    []  
131000    [1.32e-06, 2.01e-06, 1.68e-06, 1.92e-06, 2.05e-06, 1.89e-06, 1.71e-06, 1.24e-06, 1.54e-05, 1.27e-08, 8.19e-07, 4.09e-06, 3.53e-06, 3.47e-07, 5.98e-09, 6.58e-09, 1.93e-09, 1.56e-09, 0.00e+00, 2.78e-06, 1.35e-06, 1.51e-05]    [1.32e-06, 2.01e-06, 1.68e-06, 1.92e-06, 2.05e-06, 1.89e-06, 1.71e-06, 1.24e-06, 1.54e-05, 1.27e-08, 8.19e-07, 4.09e-06, 3.53e-06, 3.47e-07, 5.98e-09, 6.58e-09, 1.93e-09, 1.56e-09, 0.00e+00, 2.78e-06, 1.35e-06, 1.51e-05]    []  
131100    [1.29e-06, 2.11e-06, 1.83e-06, 1.84e-06, 2.19e-06, 1.77e-06, 1.48e-06, 3.93e-10, 2.23e-09, 3.24e-10, 4.85e-07, 2.35e-06, 2.08e-06, 9.00e-08, 5.64e-13, 5.26e-12, 0.00e+00, 4.96e-14, 2.61e-12, 3.08e-11, 9.17e-10, 1.76e-10]    [1.29e-06, 2.11e-06, 1.83e-06, 1.84e-06, 2.19e-06, 1.77e-06, 1.48e-06, 3.93e-10, 2.23e-09, 3.24e-10, 4.85e-07, 2.35e-06, 2.08e-06, 9.00e-08, 5.64e-13, 5.26e-12, 0.00e+00, 4.96e-14, 2.61e-12, 3.08e-11, 9.17e-10, 1.76e-10]    []  
131200    [1.35e-06, 2.10e-06, 1.90e-06, 1.82e-06, 2.20e-06, 1.73e-06, 1.39e-06, 2.62e-10, 5.53e-12, 3.30e-10, 4.44e-07, 1.89e-06, 1.61e-06, 7.16e-08, 0.00e+00, 1.94e-11, 0.00e+00, 1.24e-13, 1.68e-12, 0.00e+00, 1.19e-09, 1.89e-09]    [1.35e-06, 2.10e-06, 1.90e-06, 1.82e-06, 2.20e-06, 1.73e-06, 1.39e-06, 2.62e-10, 5.53e-12, 3.30e-10, 4.44e-07, 1.89e-06, 1.61e-06, 7.16e-08, 0.00e+00, 1.94e-11, 0.00e+00, 1.24e-13, 1.68e-12, 0.00e+00, 1.19e-09, 1.89e-09]    []  
131300    [1.37e-05, 2.48e-06, 2.25e-06, 2.82e-06, 3.21e-06, 1.35e-06, 1.09e-06, 1.14e-08, 8.97e-09, 2.02e-05, 3.15e-05, 4.27e-04, 8.89e-04, 1.66e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.15e-10, 6.75e-10, 5.40e-09, 4.47e-09]    [1.37e-05, 2.48e-06, 2.25e-06, 2.82e-06, 3.21e-06, 1.35e-06, 1.09e-06, 1.14e-08, 8.97e-09, 2.02e-05, 3.15e-05, 4.27e-04, 8.89e-04, 1.66e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.15e-10, 6.75e-10, 5.40e-09, 4.47e-09]    []  
131400    [1.61e-06, 2.30e-06, 1.99e-06, 2.10e-06, 2.37e-06, 9.27e-07, 7.21e-07, 1.80e-10, 7.86e-11, 3.36e-09, 6.88e-07, 4.09e-06, 3.42e-06, 4.56e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.22e-12, 5.09e-13, 8.00e-10, 6.95e-10]    [1.61e-06, 2.30e-06, 1.99e-06, 2.10e-06, 2.37e-06, 9.27e-07, 7.21e-07, 1.80e-10, 7.86e-11, 3.36e-09, 6.88e-07, 4.09e-06, 3.42e-06, 4.56e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.22e-12, 5.09e-13, 8.00e-10, 6.95e-10]    []  
131500    [1.53e-06, 2.26e-06, 1.95e-06, 1.94e-06, 2.33e-06, 1.16e-06, 9.11e-07, 1.93e-10, 1.45e-10, 3.61e-10, 4.24e-07, 2.31e-06, 2.00e-06, 3.31e-08, 0.00e+00, 3.12e-11, 9.54e-13, 0.00e+00, 1.29e-12, 9.74e-13, 9.00e-10, 6.34e-10]    [1.53e-06, 2.26e-06, 1.95e-06, 1.94e-06, 2.33e-06, 1.16e-06, 9.11e-07, 1.93e-10, 1.45e-10, 3.61e-10, 4.24e-07, 2.31e-06, 2.00e-06, 3.31e-08, 0.00e+00, 3.12e-11, 9.54e-13, 0.00e+00, 1.29e-12, 9.74e-13, 9.00e-10, 6.34e-10]    []  
131600    [1.45e-06, 2.22e-06, 1.96e-06, 1.90e-06, 2.32e-06, 1.27e-06, 9.85e-07, 2.14e-10, 1.58e-10, 3.69e-10, 3.70e-07, 1.77e-06, 1.49e-06, 3.46e-08, 0.00e+00, 2.73e-11, 0.00e+00, 0.00e+00, 1.43e-12, 1.06e-12, 9.75e-10, 6.85e-10]    [1.45e-06, 2.22e-06, 1.96e-06, 1.90e-06, 2.32e-06, 1.27e-06, 9.85e-07, 2.14e-10, 1.58e-10, 3.69e-10, 3.70e-07, 1.77e-06, 1.49e-06, 3.46e-08, 0.00e+00, 2.73e-11, 0.00e+00, 0.00e+00, 1.43e-12, 1.06e-12, 9.75e-10, 6.85e-10]    []  
131700    [1.39e-06, 2.19e-06, 1.97e-06, 1.88e-06, 2.30e-06, 1.35e-06, 1.02e-06, 2.34e-10, 1.77e-10, 3.99e-10, 3.38e-07, 1.48e-06, 1.21e-06, 3.74e-08, 0.00e+00, 2.80e-11, 0.00e+00, 0.00e+00, 1.57e-12, 1.19e-12, 1.04e-09, 7.21e-10]    [1.39e-06, 2.19e-06, 1.97e-06, 1.88e-06, 2.30e-06, 1.35e-06, 1.02e-06, 2.34e-10, 1.77e-10, 3.99e-10, 3.38e-07, 1.48e-06, 1.21e-06, 3.74e-08, 0.00e+00, 2.80e-11, 0.00e+00, 0.00e+00, 1.57e-12, 1.19e-12, 1.04e-09, 7.21e-10]    []  
131800    [1.89e-06, 2.10e-06, 1.79e-06, 1.96e-06, 2.11e-06, 9.98e-07, 8.28e-07, 6.24e-06, 2.96e-05, 5.17e-07, 2.50e-06, 6.67e-06, 1.09e-05, 1.56e-05, 5.83e-08, 3.44e-08, 6.34e-08, 6.86e-08, 9.49e-07, 5.22e-06, 5.92e-06, 2.90e-05]    [1.89e-06, 2.10e-06, 1.79e-06, 1.96e-06, 2.11e-06, 9.98e-07, 8.28e-07, 6.24e-06, 2.96e-05, 5.17e-07, 2.50e-06, 6.67e-06, 1.09e-05, 1.56e-05, 5.83e-08, 3.44e-08, 6.34e-08, 6.86e-08, 9.49e-07, 5.22e-06, 5.92e-06, 2.90e-05]    []  
131900    [1.34e-06, 2.25e-06, 1.92e-06, 1.94e-06, 2.29e-06, 1.06e-06, 7.72e-07, 5.78e-10, 1.29e-09, 7.23e-10, 3.30e-07, 1.95e-06, 1.74e-06, 5.41e-08, 0.00e+00, 1.93e-11, 0.00e+00, 3.98e-13, 3.81e-12, 9.86e-12, 1.43e-09, 3.73e-10]    [1.34e-06, 2.25e-06, 1.92e-06, 1.94e-06, 2.29e-06, 1.06e-06, 7.72e-07, 5.78e-10, 1.29e-09, 7.23e-10, 3.30e-07, 1.95e-06, 1.74e-06, 5.41e-08, 0.00e+00, 1.93e-11, 0.00e+00, 3.98e-13, 3.81e-12, 9.86e-12, 1.43e-09, 3.73e-10]    []  
132000    [1.36e-06, 2.21e-06, 1.94e-06, 1.89e-06, 2.27e-06, 1.15e-06, 8.13e-07, 5.34e-10, 3.89e-10, 1.80e-10, 2.79e-07, 1.26e-06, 9.83e-07, 4.37e-08, 5.23e-15, 2.27e-11, 0.00e+00, 2.17e-12, 3.51e-12, 2.56e-12, 1.66e-09, 1.13e-09]    [1.36e-06, 2.21e-06, 1.94e-06, 1.89e-06, 2.27e-06, 1.15e-06, 8.13e-07, 5.34e-10, 3.89e-10, 1.80e-10, 2.79e-07, 1.26e-06, 9.83e-07, 4.37e-08, 5.23e-15, 2.27e-11, 0.00e+00, 2.17e-12, 3.51e-12, 2.56e-12, 1.66e-09, 1.13e-09]    []  

Best model at step 123065:
  train loss: 1.11e-05
  test loss: 1.11e-05
  test metric: []

'train' took 39.544168 s

Best train step: 123065
lambda_a: 7.020890697676293
lambda_b: 6.151070865302765
kappa_a: 1.6561445527641405
kappa_b: 1.492842383565811
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
132000    [1.36e-06, 2.21e-06, 1.94e-06, 1.89e-06, 2.27e-06, 1.15e-06, 8.13e-07, 5.34e-10, 3.89e-10, 1.80e-10, 2.79e-07, 1.26e-06, 9.83e-07, 4.37e-08, 5.23e-15, 2.27e-11, 0.00e+00, 2.17e-12, 3.51e-12, 2.56e-12, 1.66e-09, 1.13e-09]    [1.36e-06, 2.21e-06, 1.94e-06, 1.89e-06, 2.27e-06, 1.15e-06, 8.13e-07, 5.34e-10, 3.89e-10, 1.80e-10, 2.79e-07, 1.26e-06, 9.83e-07, 4.37e-08, 5.23e-15, 2.27e-11, 0.00e+00, 2.17e-12, 3.51e-12, 2.56e-12, 1.66e-09, 1.13e-09]    []  
132100    [1.35e-06, 2.18e-06, 1.96e-06, 1.88e-06, 2.26e-06, 1.19e-06, 8.24e-07, 5.75e-10, 3.86e-10, 9.89e-11, 2.57e-07, 9.74e-07, 6.60e-07, 3.17e-08, 0.00e+00, 3.54e-11, 0.00e+00, 1.23e-12, 3.82e-12, 2.54e-12, 1.75e-09, 1.16e-09]    [1.35e-06, 2.18e-06, 1.96e-06, 1.88e-06, 2.26e-06, 1.19e-06, 8.24e-07, 5.75e-10, 3.86e-10, 9.89e-11, 2.57e-07, 9.74e-07, 6.60e-07, 3.17e-08, 0.00e+00, 3.54e-11, 0.00e+00, 1.23e-12, 3.82e-12, 2.54e-12, 1.75e-09, 1.16e-09]    []  
132200    [6.55e-06, 2.67e-06, 2.38e-06, 1.64e-06, 1.62e-06, 2.18e-06, 1.79e-06, 7.01e-10, 4.81e-10, 2.88e-06, 1.92e-05, 3.66e-05, 5.93e-05, 7.02e-05, 4.48e-07, 1.85e-06, 0.00e+00, 0.00e+00, 7.24e-12, 4.62e-12, 4.91e-11, 3.85e-11]    [6.55e-06, 2.67e-06, 2.38e-06, 1.64e-06, 1.62e-06, 2.18e-06, 1.79e-06, 7.01e-10, 4.81e-10, 2.88e-06, 1.92e-05, 3.66e-05, 5.93e-05, 7.02e-05, 4.48e-07, 1.85e-06, 0.00e+00, 0.00e+00, 7.24e-12, 4.62e-12, 4.91e-11, 3.85e-11]    []  
132300    [1.24e-06, 2.20e-06, 1.82e-06, 1.93e-06, 2.32e-06, 1.30e-06, 1.10e-06, 3.01e-10, 2.39e-10, 1.65e-09, 4.51e-07, 2.42e-06, 2.06e-06, 2.60e-08, 0.00e+00, 6.35e-11, 0.00e+00, 0.00e+00, 2.01e-12, 1.60e-12, 1.12e-09, 8.53e-10]    [1.24e-06, 2.20e-06, 1.82e-06, 1.93e-06, 2.32e-06, 1.30e-06, 1.10e-06, 3.01e-10, 2.39e-10, 1.65e-09, 4.51e-07, 2.42e-06, 2.06e-06, 2.60e-08, 0.00e+00, 6.35e-11, 0.00e+00, 0.00e+00, 2.01e-12, 1.60e-12, 1.12e-09, 8.53e-10]    []  
132400    [1.24e-06, 2.19e-06, 1.87e-06, 1.87e-06, 2.32e-06, 1.38e-06, 1.12e-06, 3.32e-10, 2.62e-10, 3.03e-10, 3.39e-07, 1.73e-06, 1.44e-06, 1.80e-08, 2.22e-12, 2.90e-11, 7.74e-16, 0.00e+00, 2.23e-12, 1.76e-12, 1.20e-09, 9.09e-10]    [1.24e-06, 2.19e-06, 1.87e-06, 1.87e-06, 2.32e-06, 1.38e-06, 1.12e-06, 3.32e-10, 2.62e-10, 3.03e-10, 3.39e-07, 1.73e-06, 1.44e-06, 1.80e-08, 2.22e-12, 2.90e-11, 7.74e-16, 0.00e+00, 2.23e-12, 1.76e-12, 1.20e-09, 9.09e-10]    []  
132500    [1.22e-06, 2.17e-06, 1.91e-06, 1.85e-06, 2.32e-06, 1.40e-06, 1.10e-06, 3.44e-10, 2.76e-10, 4.67e-10, 2.85e-07, 1.40e-06, 1.16e-06, 2.06e-08, 4.06e-13, 2.40e-11, 7.90e-14, 0.00e+00, 2.31e-12, 1.86e-12, 1.25e-09, 9.31e-10]    [1.22e-06, 2.17e-06, 1.91e-06, 1.85e-06, 2.32e-06, 1.40e-06, 1.10e-06, 3.44e-10, 2.76e-10, 4.67e-10, 2.85e-07, 1.40e-06, 1.16e-06, 2.06e-08, 4.06e-13, 2.40e-11, 7.90e-14, 0.00e+00, 2.31e-12, 1.86e-12, 1.25e-09, 9.31e-10]    []  
132600    [1.73e-06, 2.26e-06, 2.12e-06, 2.19e-06, 2.22e-06, 9.33e-07, 6.14e-07, 1.19e-09, 4.07e-10, 2.40e-09, 6.94e-07, 4.26e-06, 4.27e-06, 9.54e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.33e-11, 3.32e-12, 1.28e-10, 2.64e-10]    [1.73e-06, 2.26e-06, 2.12e-06, 2.19e-06, 2.22e-06, 9.33e-07, 6.14e-07, 1.19e-09, 4.07e-10, 2.40e-09, 6.94e-07, 4.26e-06, 4.27e-06, 9.54e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.33e-11, 3.32e-12, 1.28e-10, 2.64e-10]    []  
132700    [1.43e-06, 2.21e-06, 1.99e-06, 2.07e-06, 2.34e-06, 8.73e-07, 6.40e-07, 2.28e-07, 1.44e-05, 6.62e-09, 1.12e-06, 1.72e-06, 1.78e-06, 1.73e-07, 1.06e-09, 8.62e-10, 2.76e-11, 4.33e-12, 2.83e-08, 2.65e-06, 1.83e-07, 1.41e-05]    [1.43e-06, 2.21e-06, 1.99e-06, 2.07e-06, 2.34e-06, 8.73e-07, 6.40e-07, 2.28e-07, 1.44e-05, 6.62e-09, 1.12e-06, 1.72e-06, 1.78e-06, 1.73e-07, 1.06e-09, 8.62e-10, 2.76e-11, 4.33e-12, 2.83e-08, 2.65e-06, 1.83e-07, 1.41e-05]    []  
132800    [1.06e-06, 2.20e-06, 1.94e-06, 1.98e-06, 2.32e-06, 1.01e-06, 6.94e-07, 2.36e-07, 4.43e-07, 2.74e-10, 2.14e-07, 1.16e-06, 8.77e-07, 3.90e-08, 4.14e-11, 1.48e-10, 5.48e-11, 3.73e-11, 0.00e+00, 0.00e+00, 3.20e-07, 5.41e-07]    [1.06e-06, 2.20e-06, 1.94e-06, 1.98e-06, 2.32e-06, 1.01e-06, 6.94e-07, 2.36e-07, 4.43e-07, 2.74e-10, 2.14e-07, 1.16e-06, 8.77e-07, 3.90e-08, 4.14e-11, 1.48e-10, 5.48e-11, 3.73e-11, 0.00e+00, 0.00e+00, 3.20e-07, 5.41e-07]    []  
132900    [1.29e-06, 2.17e-06, 1.93e-06, 1.95e-06, 2.29e-06, 1.14e-06, 8.25e-07, 7.01e-10, 6.41e-10, 2.19e-08, 3.31e-07, 2.10e-06, 2.11e-06, 5.53e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.66e-12, 4.29e-12, 1.95e-09, 1.33e-09]    [1.29e-06, 2.17e-06, 1.93e-06, 1.95e-06, 2.29e-06, 1.14e-06, 8.25e-07, 7.01e-10, 6.41e-10, 2.19e-08, 3.31e-07, 2.10e-06, 2.11e-06, 5.53e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.66e-12, 4.29e-12, 1.95e-09, 1.33e-09]    []  
133000    [1.25e-06, 2.17e-06, 1.91e-06, 1.87e-06, 2.29e-06, 1.18e-06, 8.22e-07, 8.31e-10, 6.52e-10, 5.57e-10, 2.14e-07, 1.06e-06, 7.51e-07, 2.47e-08, 5.72e-14, 1.49e-11, 0.00e+00, 8.40e-12, 5.59e-12, 4.35e-12, 2.21e-09, 1.61e-09]    [1.25e-06, 2.17e-06, 1.91e-06, 1.87e-06, 2.29e-06, 1.18e-06, 8.22e-07, 8.31e-10, 6.52e-10, 5.57e-10, 2.14e-07, 1.06e-06, 7.51e-07, 2.47e-08, 5.72e-14, 1.49e-11, 0.00e+00, 8.40e-12, 5.59e-12, 4.35e-12, 2.21e-09, 1.61e-09]    []  
133100    [6.14e-06, 3.94e-06, 3.50e-06, 3.19e-06, 2.89e-06, 1.85e-06, 1.36e-06, 7.56e-09, 1.36e-10, 2.25e-05, 5.75e-05, 3.74e-04, 5.27e-04, 4.39e-04, 0.00e+00, 0.00e+00, 1.97e-10, 1.37e-11, 9.56e-11, 7.81e-13, 3.45e-10, 3.32e-09]    [6.14e-06, 3.94e-06, 3.50e-06, 3.19e-06, 2.89e-06, 1.85e-06, 1.36e-06, 7.56e-09, 1.36e-10, 2.25e-05, 5.75e-05, 3.74e-04, 5.27e-04, 4.39e-04, 0.00e+00, 0.00e+00, 1.97e-10, 1.37e-11, 9.56e-11, 7.81e-13, 3.45e-10, 3.32e-09]    []  
133200    [1.34e-06, 1.99e-06, 1.93e-06, 2.03e-06, 2.08e-06, 1.43e-06, 9.96e-07, 7.27e-10, 4.75e-10, 9.35e-10, 3.19e-07, 2.29e-06, 2.00e-06, 1.44e-07, 2.71e-11, 1.02e-09, 2.22e-11, 0.00e+00, 4.99e-12, 3.17e-12, 2.16e-09, 1.73e-09]    [1.34e-06, 1.99e-06, 1.93e-06, 2.03e-06, 2.08e-06, 1.43e-06, 9.96e-07, 7.27e-10, 4.75e-10, 9.35e-10, 3.19e-07, 2.29e-06, 2.00e-06, 1.44e-07, 2.71e-11, 1.02e-09, 2.22e-11, 0.00e+00, 4.99e-12, 3.17e-12, 2.16e-09, 1.73e-09]    []  
133300    [1.30e-06, 2.02e-06, 1.93e-06, 1.94e-06, 2.14e-06, 1.44e-06, 1.02e-06, 6.66e-10, 6.14e-10, 5.79e-10, 2.10e-07, 1.52e-06, 1.30e-06, 9.03e-08, 7.61e-16, 7.07e-11, 5.78e-12, 0.00e+00, 4.60e-12, 4.26e-12, 2.11e-09, 1.46e-09]    [1.30e-06, 2.02e-06, 1.93e-06, 1.94e-06, 2.14e-06, 1.44e-06, 1.02e-06, 6.66e-10, 6.14e-10, 5.79e-10, 2.10e-07, 1.52e-06, 1.30e-06, 9.03e-08, 7.61e-16, 7.07e-11, 5.78e-12, 0.00e+00, 4.60e-12, 4.26e-12, 2.11e-09, 1.46e-09]    []  
133400    [1.10e-06, 2.41e-06, 1.95e-06, 2.06e-06, 2.57e-06, 1.06e-06, 7.75e-07, 8.28e-10, 1.53e-10, 6.25e-09, 4.66e-07, 4.42e-06, 5.24e-06, 8.42e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.26e-12, 9.87e-13, 8.79e-10, 1.27e-09]    [1.10e-06, 2.41e-06, 1.95e-06, 2.06e-06, 2.57e-06, 1.06e-06, 7.75e-07, 8.28e-10, 1.53e-10, 6.25e-09, 4.66e-07, 4.42e-06, 5.24e-06, 8.42e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.26e-12, 9.87e-13, 8.79e-10, 1.27e-09]    []  
133500    [1.14e-06, 2.17e-06, 1.88e-06, 1.83e-06, 2.37e-06, 1.27e-06, 9.81e-07, 5.75e-11, 2.05e-10, 6.39e-15, 1.71e-07, 1.38e-06, 1.16e-06, 3.52e-08, 9.19e-11, 1.28e-10, 0.00e+00, 2.13e-11, 3.34e-13, 0.00e+00, 1.52e-09, 3.06e-09]    [1.14e-06, 2.17e-06, 1.88e-06, 1.83e-06, 2.37e-06, 1.27e-06, 9.81e-07, 5.75e-11, 2.05e-10, 6.39e-15, 1.71e-07, 1.38e-06, 1.16e-06, 3.52e-08, 9.19e-11, 1.28e-10, 0.00e+00, 2.13e-11, 3.34e-13, 0.00e+00, 1.52e-09, 3.06e-09]    []  
133600    [2.02e-06, 2.13e-06, 1.69e-06, 1.60e-06, 2.25e-06, 1.67e-06, 1.12e-06, 8.21e-14, 2.43e-05, 8.06e-10, 1.93e-06, 1.90e-05, 1.58e-05, 3.93e-06, 3.93e-08, 3.37e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.81e-09, 2.49e-05]    [2.02e-06, 2.13e-06, 1.69e-06, 1.60e-06, 2.25e-06, 1.67e-06, 1.12e-06, 8.21e-14, 2.43e-05, 8.06e-10, 1.93e-06, 1.90e-05, 1.58e-05, 3.93e-06, 3.93e-08, 3.37e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.81e-09, 2.49e-05]    []  
133700    [1.13e-06, 2.28e-06, 1.69e-06, 1.72e-06, 2.55e-06, 1.39e-06, 9.04e-07, 6.48e-10, 7.54e-10, 7.58e-10, 2.81e-07, 1.61e-06, 1.66e-06, 1.12e-07, 0.00e+00, 2.05e-10, 2.01e-10, 0.00e+00, 4.09e-12, 4.60e-12, 1.84e-09, 2.42e-09]    [1.13e-06, 2.28e-06, 1.69e-06, 1.72e-06, 2.55e-06, 1.39e-06, 9.04e-07, 6.48e-10, 7.54e-10, 7.58e-10, 2.81e-07, 1.61e-06, 1.66e-06, 1.12e-07, 0.00e+00, 2.05e-10, 2.01e-10, 0.00e+00, 4.09e-12, 4.60e-12, 1.84e-09, 2.42e-09]    []  
133800    [1.12e-06, 2.25e-06, 1.69e-06, 1.69e-06, 2.46e-06, 1.40e-06, 9.31e-07, 6.96e-10, 9.78e-10, 6.81e-10, 2.28e-07, 8.49e-07, 7.92e-07, 6.21e-08, 0.00e+00, 4.13e-11, 1.36e-10, 0.00e+00, 4.42e-12, 6.19e-12, 1.97e-09, 2.13e-09]    [1.12e-06, 2.25e-06, 1.69e-06, 1.69e-06, 2.46e-06, 1.40e-06, 9.31e-07, 6.96e-10, 9.78e-10, 6.81e-10, 2.28e-07, 8.49e-07, 7.92e-07, 6.21e-08, 0.00e+00, 4.13e-11, 1.36e-10, 0.00e+00, 4.42e-12, 6.19e-12, 1.97e-09, 2.13e-09]    []  
133900    [2.28e-05, 5.37e-06, 4.17e-06, 3.88e-06, 4.30e-06, 2.64e-06, 2.04e-06, 4.61e-09, 1.04e-09, 1.11e-04, 1.16e-04, 6.36e-04, 7.74e-04, 3.53e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.92e-11, 6.60e-12, 3.38e-10, 2.53e-09]    [2.28e-05, 5.37e-06, 4.17e-06, 3.88e-06, 4.30e-06, 2.64e-06, 2.04e-06, 4.61e-09, 1.04e-09, 1.11e-04, 1.16e-04, 6.36e-04, 7.74e-04, 3.53e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.92e-11, 6.60e-12, 3.38e-10, 2.53e-09]    []  
134000    [1.16e-06, 2.48e-06, 1.75e-06, 1.92e-06, 2.54e-06, 9.25e-07, 6.18e-07, 1.27e-07, 7.08e-10, 9.22e-09, 3.85e-07, 2.35e-06, 2.91e-06, 2.63e-07, 0.00e+00, 0.00e+00, 2.87e-11, 5.14e-11, 0.00e+00, 4.57e-12, 1.86e-07, 1.55e-09]    [1.16e-06, 2.48e-06, 1.75e-06, 1.92e-06, 2.54e-06, 9.25e-07, 6.18e-07, 1.27e-07, 7.08e-10, 9.22e-09, 3.85e-07, 2.35e-06, 2.91e-06, 2.63e-07, 0.00e+00, 0.00e+00, 2.87e-11, 5.14e-11, 0.00e+00, 4.57e-12, 1.86e-07, 1.55e-09]    []  

Best model at step 123065:
  train loss: 1.11e-05
  test loss: 1.11e-05
  test metric: []

'train' took 40.249257 s

Best train step: 123065
lambda_a: 7.020890697676293
lambda_b: 6.151070865302765
kappa_a: 1.6561445527641405
kappa_b: 1.492842383565811
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
134000    [1.16e-06, 2.48e-06, 1.75e-06, 1.92e-06, 2.54e-06, 9.25e-07, 6.18e-07, 1.27e-07, 7.08e-10, 9.22e-09, 3.85e-07, 2.35e-06, 2.91e-06, 2.63e-07, 0.00e+00, 0.00e+00, 2.87e-11, 5.14e-11, 0.00e+00, 4.57e-12, 1.86e-07, 1.55e-09]    [1.16e-06, 2.48e-06, 1.75e-06, 1.92e-06, 2.54e-06, 9.25e-07, 6.18e-07, 1.27e-07, 7.08e-10, 9.22e-09, 3.85e-07, 2.35e-06, 2.91e-06, 2.63e-07, 0.00e+00, 0.00e+00, 2.87e-11, 5.14e-11, 0.00e+00, 4.57e-12, 1.86e-07, 1.55e-09]    []  
134100    [1.16e-06, 2.34e-06, 1.72e-06, 1.78e-06, 2.46e-06, 1.09e-06, 6.86e-07, 1.03e-09, 7.74e-10, 1.06e-09, 2.80e-07, 9.92e-07, 1.10e-06, 9.41e-08, 0.00e+00, 5.69e-14, 1.70e-11, 4.81e-12, 6.47e-12, 5.00e-12, 2.50e-09, 1.72e-09]    [1.16e-06, 2.34e-06, 1.72e-06, 1.78e-06, 2.46e-06, 1.09e-06, 6.86e-07, 1.03e-09, 7.74e-10, 1.06e-09, 2.80e-07, 9.92e-07, 1.10e-06, 9.41e-08, 0.00e+00, 5.69e-14, 1.70e-11, 4.81e-12, 6.47e-12, 5.00e-12, 2.50e-09, 1.72e-09]    []  
134200    [1.16e-06, 2.28e-06, 1.73e-06, 1.77e-06, 2.40e-06, 1.18e-06, 7.11e-07, 1.08e-09, 8.14e-10, 7.64e-10, 2.40e-07, 7.22e-07, 6.67e-07, 6.39e-08, 6.27e-13, 6.03e-13, 8.23e-12, 5.60e-13, 6.87e-12, 5.25e-12, 2.65e-09, 1.82e-09]    [1.16e-06, 2.28e-06, 1.73e-06, 1.77e-06, 2.40e-06, 1.18e-06, 7.11e-07, 1.08e-09, 8.14e-10, 7.64e-10, 2.40e-07, 7.22e-07, 6.67e-07, 6.39e-08, 6.27e-13, 6.03e-13, 8.23e-12, 5.60e-13, 6.87e-12, 5.25e-12, 2.65e-09, 1.82e-09]    []  
134300    [2.38e-06, 3.69e-06, 2.75e-06, 2.90e-06, 3.23e-06, 1.44e-06, 1.10e-06, 2.79e-09, 8.81e-10, 2.96e-06, 4.48e-05, 2.09e-04, 2.51e-04, 4.09e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.14e-11, 5.97e-12, 3.77e-10, 7.60e-10]    [2.38e-06, 3.69e-06, 2.75e-06, 2.90e-06, 3.23e-06, 1.44e-06, 1.10e-06, 2.79e-09, 8.81e-10, 2.96e-06, 4.48e-05, 2.09e-04, 2.51e-04, 4.09e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.14e-11, 5.97e-12, 3.77e-10, 7.60e-10]    []  
134400    [1.33e-06, 2.48e-06, 1.81e-06, 2.03e-06, 2.49e-06, 7.03e-07, 4.52e-07, 7.41e-10, 3.87e-10, 9.73e-09, 3.12e-07, 1.81e-06, 2.07e-06, 2.34e-07, 0.00e+00, 1.05e-11, 3.44e-11, 4.47e-11, 4.82e-12, 2.47e-12, 2.00e-09, 1.52e-09]    [1.33e-06, 2.48e-06, 1.81e-06, 2.03e-06, 2.49e-06, 7.03e-07, 4.52e-07, 7.41e-10, 3.87e-10, 9.73e-09, 3.12e-07, 1.81e-06, 2.07e-06, 2.34e-07, 0.00e+00, 1.05e-11, 3.44e-11, 4.47e-11, 4.82e-12, 2.47e-12, 2.00e-09, 1.52e-09]    []  
134500    [1.28e-06, 2.36e-06, 1.77e-06, 1.87e-06, 2.44e-06, 8.77e-07, 5.39e-07, 8.96e-10, 6.42e-10, 8.77e-10, 2.23e-07, 8.09e-07, 7.67e-07, 1.07e-07, 0.00e+00, 5.15e-14, 0.00e+00, 3.52e-11, 5.89e-12, 4.24e-12, 2.32e-09, 1.49e-09]    [1.28e-06, 2.36e-06, 1.77e-06, 1.87e-06, 2.44e-06, 8.77e-07, 5.39e-07, 8.96e-10, 6.42e-10, 8.77e-10, 2.23e-07, 8.09e-07, 7.67e-07, 1.07e-07, 0.00e+00, 5.15e-14, 0.00e+00, 3.52e-11, 5.89e-12, 4.24e-12, 2.32e-09, 1.49e-09]    []  
134600    [1.24e-06, 2.32e-06, 1.78e-06, 1.85e-06, 2.39e-06, 9.56e-07, 5.74e-07, 9.94e-10, 7.01e-10, 7.18e-10, 1.87e-07, 6.26e-07, 5.13e-07, 7.05e-08, 8.33e-13, 4.67e-13, 0.00e+00, 4.43e-11, 6.60e-12, 4.63e-12, 2.48e-09, 1.59e-09]    [1.24e-06, 2.32e-06, 1.78e-06, 1.85e-06, 2.39e-06, 9.56e-07, 5.74e-07, 9.94e-10, 7.01e-10, 7.18e-10, 1.87e-07, 6.26e-07, 5.13e-07, 7.05e-08, 8.33e-13, 4.67e-13, 0.00e+00, 4.43e-11, 6.60e-12, 4.63e-12, 2.48e-09, 1.59e-09]    []  
134700    [5.96e-05, 6.58e-06, 4.69e-06, 6.81e-06, 7.98e-06, 4.24e-06, 4.03e-06, 2.38e-10, 9.08e-13, 3.59e-04, 4.23e-04, 1.65e-03, 2.37e-03, 1.05e-02, 1.89e-04, 1.89e-04, 6.36e-05, 6.38e-05, 1.38e-12, 0.00e+00, 3.39e-09, 3.57e-09]    [5.96e-05, 6.58e-06, 4.69e-06, 6.81e-06, 7.98e-06, 4.24e-06, 4.03e-06, 2.38e-10, 9.08e-13, 3.59e-04, 4.23e-04, 1.65e-03, 2.37e-03, 1.05e-02, 1.89e-04, 1.89e-04, 6.36e-05, 6.38e-05, 1.38e-12, 0.00e+00, 3.39e-09, 3.57e-09]    []  
134800    [1.09e-06, 2.65e-06, 2.13e-06, 2.59e-06, 2.26e-06, 1.28e-06, 9.56e-07, 1.72e-10, 7.07e-07, 1.84e-11, 2.70e-06, 6.11e-06, 5.10e-06, 4.16e-07, 2.96e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.05e-12, 0.00e+00, 2.09e-09, 8.15e-07]    [1.09e-06, 2.65e-06, 2.13e-06, 2.59e-06, 2.26e-06, 1.28e-06, 9.56e-07, 1.72e-10, 7.07e-07, 1.84e-11, 2.70e-06, 6.11e-06, 5.10e-06, 4.16e-07, 2.96e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.05e-12, 0.00e+00, 2.09e-09, 8.15e-07]    []  
134900    [1.28e-06, 2.15e-06, 1.82e-06, 2.04e-06, 2.10e-06, 1.47e-06, 1.06e-06, 9.30e-10, 1.44e-09, 9.28e-10, 4.16e-07, 1.41e-06, 1.53e-06, 1.38e-07, 0.00e+00, 5.06e-14, 1.42e-10, 1.82e-11, 6.39e-12, 9.82e-12, 2.43e-09, 1.84e-09]    [1.28e-06, 2.15e-06, 1.82e-06, 2.04e-06, 2.10e-06, 1.47e-06, 1.06e-06, 9.30e-10, 1.44e-09, 9.28e-10, 4.16e-07, 1.41e-06, 1.53e-06, 1.38e-07, 0.00e+00, 5.06e-14, 1.42e-10, 1.82e-11, 6.39e-12, 9.82e-12, 2.43e-09, 1.84e-09]    []  
135000    [1.19e-06, 2.14e-06, 1.80e-06, 1.96e-06, 2.10e-06, 1.51e-06, 1.10e-06, 1.55e-09, 1.12e-09, 9.92e-09, 2.76e-07, 9.92e-07, 1.02e-06, 9.27e-08, 5.87e-12, 0.00e+00, 4.50e-11, 4.13e-14, 1.11e-11, 7.48e-12, 2.16e-09, 2.43e-09]    [1.19e-06, 2.14e-06, 1.80e-06, 1.96e-06, 2.10e-06, 1.51e-06, 1.10e-06, 1.55e-09, 1.12e-09, 9.92e-09, 2.76e-07, 9.92e-07, 1.02e-06, 9.27e-08, 5.87e-12, 0.00e+00, 4.50e-11, 4.13e-14, 1.11e-11, 7.48e-12, 2.16e-09, 2.43e-09]    []  
135100    [1.84e-06, 2.42e-06, 2.00e-06, 2.20e-06, 2.08e-06, 1.14e-06, 6.96e-07, 2.23e-06, 2.50e-09, 2.87e-07, 4.45e-06, 2.60e-05, 1.27e-05, 4.10e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.48e-07, 1.95e-11, 2.03e-06, 2.73e-10]    [1.84e-06, 2.42e-06, 2.00e-06, 2.20e-06, 2.08e-06, 1.14e-06, 6.96e-07, 2.23e-06, 2.50e-09, 2.87e-07, 4.45e-06, 2.60e-05, 1.27e-05, 4.10e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.48e-07, 1.95e-11, 2.03e-06, 2.73e-10]    []  
135200    [1.20e-06, 2.21e-06, 1.89e-06, 2.10e-06, 2.14e-06, 1.04e-06, 5.57e-07, 4.08e-09, 9.56e-10, 4.40e-10, 1.90e-07, 1.21e-06, 1.15e-06, 2.98e-08, 0.00e+00, 2.02e-11, 6.87e-11, 1.45e-11, 3.16e-11, 6.63e-12, 1.18e-09, 1.76e-09]    [1.20e-06, 2.21e-06, 1.89e-06, 2.10e-06, 2.14e-06, 1.04e-06, 5.57e-07, 4.08e-09, 9.56e-10, 4.40e-10, 1.90e-07, 1.21e-06, 1.15e-06, 2.98e-08, 0.00e+00, 2.02e-11, 6.87e-11, 1.45e-11, 3.16e-11, 6.63e-12, 1.18e-09, 1.76e-09]    []  
135300    [1.16e-06, 2.19e-06, 1.84e-06, 2.02e-06, 2.15e-06, 1.12e-06, 6.16e-07, 1.80e-09, 1.08e-09, 6.11e-10, 1.67e-07, 8.47e-07, 6.54e-07, 1.94e-08, 3.46e-12, 1.07e-11, 3.24e-14, 1.52e-11, 1.25e-11, 7.43e-12, 2.99e-09, 1.91e-09]    [1.16e-06, 2.19e-06, 1.84e-06, 2.02e-06, 2.15e-06, 1.12e-06, 6.16e-07, 1.80e-09, 1.08e-09, 6.11e-10, 1.67e-07, 8.47e-07, 6.54e-07, 1.94e-08, 3.46e-12, 1.07e-11, 3.24e-14, 1.52e-11, 1.25e-11, 7.43e-12, 2.99e-09, 1.91e-09]    []  
135400    [1.19e-06, 1.56e-06, 1.06e-06, 1.22e-06, 1.42e-06, 2.76e-06, 2.41e-06, 1.83e-09, 2.86e-11, 9.04e-07, 6.52e-06, 9.44e-05, 8.17e-05, 7.86e-06, 3.76e-08, 0.00e+00, 1.19e-06, 1.27e-06, 1.24e-11, 1.56e-13, 2.56e-09, 4.01e-09]    [1.19e-06, 1.56e-06, 1.06e-06, 1.22e-06, 1.42e-06, 2.76e-06, 2.41e-06, 1.83e-09, 2.86e-11, 9.04e-07, 6.52e-06, 9.44e-05, 8.17e-05, 7.86e-06, 3.76e-08, 0.00e+00, 1.19e-06, 1.27e-06, 1.24e-11, 1.56e-13, 2.56e-09, 4.01e-09]    []  
135500    [9.00e-07, 3.10e-06, 2.11e-06, 2.86e-06, 2.79e-06, 1.23e-06, 1.13e-06, 7.53e-10, 6.61e-10, 2.21e-09, 6.17e-07, 1.45e-06, 1.08e-06, 6.05e-07, 2.74e-14, 1.37e-12, 1.01e-09, 6.06e-10, 5.11e-12, 4.66e-12, 2.99e-09, 1.52e-09]    [9.00e-07, 3.10e-06, 2.11e-06, 2.86e-06, 2.79e-06, 1.23e-06, 1.13e-06, 7.53e-10, 6.61e-10, 2.21e-09, 6.17e-07, 1.45e-06, 1.08e-06, 6.05e-07, 2.74e-14, 1.37e-12, 1.01e-09, 6.06e-10, 5.11e-12, 4.66e-12, 2.99e-09, 1.52e-09]    []  
135600    [8.86e-07, 2.87e-06, 2.07e-06, 2.56e-06, 2.75e-06, 8.97e-07, 8.31e-07, 8.52e-10, 5.60e-10, 1.59e-09, 4.46e-07, 7.55e-07, 5.32e-07, 3.74e-07, 5.10e-10, 3.31e-12, 3.62e-11, 5.35e-12, 6.03e-12, 3.91e-12, 2.06e-09, 1.27e-09]    [8.86e-07, 2.87e-06, 2.07e-06, 2.56e-06, 2.75e-06, 8.97e-07, 8.31e-07, 8.52e-10, 5.60e-10, 1.59e-09, 4.46e-07, 7.55e-07, 5.32e-07, 3.74e-07, 5.10e-10, 3.31e-12, 3.62e-11, 5.35e-12, 6.03e-12, 3.91e-12, 2.06e-09, 1.27e-09]    []  
135700    [9.31e-07, 2.74e-06, 2.03e-06, 2.41e-06, 2.70e-06, 7.86e-07, 7.11e-07, 8.48e-10, 5.46e-10, 1.30e-09, 3.60e-07, 6.00e-07, 4.19e-07, 1.49e-07, 2.61e-10, 1.98e-13, 6.59e-12, 2.44e-11, 6.12e-12, 3.80e-12, 1.97e-09, 1.27e-09]    [9.31e-07, 2.74e-06, 2.03e-06, 2.41e-06, 2.70e-06, 7.86e-07, 7.11e-07, 8.48e-10, 5.46e-10, 1.30e-09, 3.60e-07, 6.00e-07, 4.19e-07, 1.49e-07, 2.61e-10, 1.98e-13, 6.59e-12, 2.44e-11, 6.12e-12, 3.80e-12, 1.97e-09, 1.27e-09]    []  
135800    [5.23e-06, 2.59e-06, 2.21e-06, 2.11e-06, 1.98e-06, 4.85e-07, 3.97e-07, 1.07e-09, 3.10e-06, 4.22e-07, 5.79e-06, 7.60e-05, 4.02e-05, 4.19e-05, 7.90e-07, 2.29e-07, 2.09e-11, 2.67e-11, 1.21e-11, 5.27e-07, 1.83e-10, 2.90e-06]    [5.23e-06, 2.59e-06, 2.21e-06, 2.11e-06, 1.98e-06, 4.85e-07, 3.97e-07, 1.07e-09, 3.10e-06, 4.22e-07, 5.79e-06, 7.60e-05, 4.02e-05, 4.19e-05, 7.90e-07, 2.29e-07, 2.09e-11, 2.67e-11, 1.21e-11, 5.27e-07, 1.83e-10, 2.90e-06]    []  
135900    [1.70e-06, 2.38e-06, 1.91e-06, 2.17e-06, 2.30e-06, 7.00e-07, 5.43e-07, 3.23e-10, 2.87e-09, 1.83e-09, 8.02e-07, 1.26e-06, 1.14e-06, 7.22e-08, 0.00e+00, 6.49e-14, 4.43e-11, 9.19e-11, 3.28e-12, 2.70e-11, 1.28e-09, 3.70e-10]    [1.70e-06, 2.38e-06, 1.91e-06, 2.17e-06, 2.30e-06, 7.00e-07, 5.43e-07, 3.23e-10, 2.87e-09, 1.83e-09, 8.02e-07, 1.26e-06, 1.14e-06, 7.22e-08, 0.00e+00, 6.49e-14, 4.43e-11, 9.19e-11, 3.28e-12, 2.70e-11, 1.28e-09, 3.70e-10]    []  
136000    [1.54e-06, 2.33e-06, 1.91e-06, 2.12e-06, 2.28e-06, 7.99e-07, 5.78e-07, 4.58e-10, 7.46e-10, 1.02e-09, 4.71e-07, 8.21e-07, 6.47e-07, 2.87e-08, 9.25e-12, 6.45e-12, 3.64e-13, 3.35e-11, 4.51e-12, 5.16e-12, 1.70e-09, 1.90e-09]    [1.54e-06, 2.33e-06, 1.91e-06, 2.12e-06, 2.28e-06, 7.99e-07, 5.78e-07, 4.58e-10, 7.46e-10, 1.02e-09, 4.71e-07, 8.21e-07, 6.47e-07, 2.87e-08, 9.25e-12, 6.45e-12, 3.64e-13, 3.35e-11, 4.51e-12, 5.16e-12, 1.70e-09, 1.90e-09]    []  

Best model at step 123065:
  train loss: 1.11e-05
  test loss: 1.11e-05
  test metric: []

'train' took 38.930622 s

Best train step: 123065
lambda_a: 7.020890697676293
lambda_b: 6.151070865302765
kappa_a: 1.6561445527641405
kappa_b: 1.492842383565811
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
136000    [1.54e-06, 2.33e-06, 1.91e-06, 2.12e-06, 2.28e-06, 7.99e-07, 5.78e-07, 4.58e-10, 7.46e-10, 1.02e-09, 4.71e-07, 8.21e-07, 6.47e-07, 2.87e-08, 9.25e-12, 6.45e-12, 3.64e-13, 3.35e-11, 4.51e-12, 5.16e-12, 1.70e-09, 1.90e-09]    [1.54e-06, 2.33e-06, 1.91e-06, 2.12e-06, 2.28e-06, 7.99e-07, 5.78e-07, 4.58e-10, 7.46e-10, 1.02e-09, 4.71e-07, 8.21e-07, 6.47e-07, 2.87e-08, 9.25e-12, 6.45e-12, 3.64e-13, 3.35e-11, 4.51e-12, 5.16e-12, 1.70e-09, 1.90e-09]    []  
136100    [1.42e-06, 2.32e-06, 1.93e-06, 2.13e-06, 2.26e-06, 1.03e-06, 6.10e-07, 4.37e-05, 4.22e-10, 8.27e-09, 3.91e-07, 7.11e-07, 4.30e-07, 1.65e-07, 8.15e-10, 1.89e-09, 0.00e+00, 6.81e-11, 8.59e-06, 0.00e+00, 4.27e-05, 8.07e-09]    [1.42e-06, 2.32e-06, 1.93e-06, 2.13e-06, 2.26e-06, 1.03e-06, 6.10e-07, 4.37e-05, 4.22e-10, 8.27e-09, 3.91e-07, 7.11e-07, 4.30e-07, 1.65e-07, 8.15e-10, 1.89e-09, 0.00e+00, 6.81e-11, 8.59e-06, 0.00e+00, 4.27e-05, 8.07e-09]    []  
136200    [7.06e-06, 3.21e-06, 2.26e-06, 2.19e-06, 1.37e-06, 2.82e-06, 1.84e-06, 8.50e-09, 8.38e-11, 7.62e-06, 9.56e-05, 3.14e-04, 2.66e-04, 2.70e-04, 5.34e-05, 4.53e-05, 2.41e-06, 2.20e-06, 0.00e+00, 0.00e+00, 2.46e-08, 4.62e-09]    [7.06e-06, 3.21e-06, 2.26e-06, 2.19e-06, 1.37e-06, 2.82e-06, 1.84e-06, 8.50e-09, 8.38e-11, 7.62e-06, 9.56e-05, 3.14e-04, 2.66e-04, 2.70e-04, 5.34e-05, 4.53e-05, 2.41e-06, 2.20e-06, 0.00e+00, 0.00e+00, 2.46e-08, 4.62e-09]    []  
136300    [1.08e-06, 2.53e-06, 2.02e-06, 2.45e-06, 2.62e-06, 6.12e-07, 4.34e-07, 5.39e-10, 1.13e-09, 4.03e-10, 9.90e-07, 7.75e-07, 5.25e-07, 8.40e-08, 0.00e+00, 2.35e-12, 2.28e-11, 2.98e-11, 1.04e-11, 9.11e-12, 2.35e-09, 1.94e-09]    [1.08e-06, 2.53e-06, 2.02e-06, 2.45e-06, 2.62e-06, 6.12e-07, 4.34e-07, 5.39e-10, 1.13e-09, 4.03e-10, 9.90e-07, 7.75e-07, 5.25e-07, 8.40e-08, 0.00e+00, 2.35e-12, 2.28e-11, 2.98e-11, 1.04e-11, 9.11e-12, 2.35e-09, 1.94e-09]    []  
136400    [1.10e-06, 2.47e-06, 2.02e-06, 2.31e-06, 2.52e-06, 5.48e-07, 3.72e-07, 4.56e-10, 1.06e-09, 1.13e-09, 3.82e-07, 4.31e-07, 2.96e-07, 1.92e-08, 0.00e+00, 6.25e-11, 3.33e-11, 2.39e-11, 7.51e-12, 8.13e-12, 2.73e-09, 2.05e-09]    [1.10e-06, 2.47e-06, 2.02e-06, 2.31e-06, 2.52e-06, 5.48e-07, 3.72e-07, 4.56e-10, 1.06e-09, 1.13e-09, 3.82e-07, 4.31e-07, 2.96e-07, 1.92e-08, 0.00e+00, 6.25e-11, 3.33e-11, 2.39e-11, 7.51e-12, 8.13e-12, 2.73e-09, 2.05e-09]    []  
136500    [1.07e-06, 2.45e-06, 2.00e-06, 2.22e-06, 2.50e-06, 5.82e-07, 3.90e-07, 7.48e-10, 1.11e-09, 2.13e-10, 2.49e-07, 3.45e-07, 2.63e-07, 6.83e-08, 2.12e-11, 1.86e-10, 2.80e-11, 9.49e-11, 1.13e-11, 8.39e-12, 2.39e-09, 2.09e-09]    [1.07e-06, 2.45e-06, 2.00e-06, 2.22e-06, 2.50e-06, 5.82e-07, 3.90e-07, 7.48e-10, 1.11e-09, 2.13e-10, 2.49e-07, 3.45e-07, 2.63e-07, 6.83e-08, 2.12e-11, 1.86e-10, 2.80e-11, 9.49e-11, 1.13e-11, 8.39e-12, 2.39e-09, 2.09e-09]    []  
136600    [1.65e-06, 2.38e-06, 2.11e-06, 2.16e-06, 2.53e-06, 6.48e-07, 3.73e-07, 1.76e-09, 3.70e-10, 1.84e-07, 1.10e-06, 2.33e-06, 2.51e-06, 3.53e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.57e-12, 6.48e-09, 1.70e-09]    [1.65e-06, 2.38e-06, 2.11e-06, 2.16e-06, 2.53e-06, 6.48e-07, 3.73e-07, 1.76e-09, 3.70e-10, 1.84e-07, 1.10e-06, 2.33e-06, 2.51e-06, 3.53e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.57e-12, 6.48e-09, 1.70e-09]    []  
136700    [1.54e-06, 2.25e-06, 2.02e-06, 2.06e-06, 2.40e-06, 7.62e-07, 4.66e-07, 4.82e-09, 8.38e-10, 1.53e-09, 4.92e-07, 8.68e-07, 7.99e-07, 6.33e-08, 0.00e+00, 8.19e-11, 1.30e-11, 0.00e+00, 1.79e-10, 6.25e-12, 6.76e-10, 1.75e-09]    [1.54e-06, 2.25e-06, 2.02e-06, 2.06e-06, 2.40e-06, 7.62e-07, 4.66e-07, 4.82e-09, 8.38e-10, 1.53e-09, 4.92e-07, 8.68e-07, 7.99e-07, 6.33e-08, 0.00e+00, 8.19e-11, 1.30e-11, 0.00e+00, 1.79e-10, 6.25e-12, 6.76e-10, 1.75e-09]    []  
136800    [1.41e-06, 2.24e-06, 2.00e-06, 2.02e-06, 2.38e-06, 8.54e-07, 5.34e-07, 2.34e-10, 1.38e-09, 3.51e-10, 3.13e-07, 5.95e-07, 5.03e-07, 4.04e-08, 5.04e-13, 7.09e-11, 3.63e-12, 2.15e-14, 7.89e-12, 1.05e-11, 1.40e-09, 1.11e-09]    [1.41e-06, 2.24e-06, 2.00e-06, 2.02e-06, 2.38e-06, 8.54e-07, 5.34e-07, 2.34e-10, 1.38e-09, 3.51e-10, 3.13e-07, 5.95e-07, 5.03e-07, 4.04e-08, 5.04e-13, 7.09e-11, 3.63e-12, 2.15e-14, 7.89e-12, 1.05e-11, 1.40e-09, 1.11e-09]    []  
136900    [5.81e-06, 3.85e-06, 3.53e-06, 2.67e-06, 1.92e-06, 2.01e-06, 1.80e-06, 2.48e-08, 5.91e-05, 1.22e-06, 1.10e-04, 7.40e-05, 1.74e-04, 1.21e-04, 1.46e-06, 1.14e-06, 9.15e-08, 1.07e-07, 5.45e-10, 0.00e+00, 1.62e-09, 6.12e-05]    [5.81e-06, 3.85e-06, 3.53e-06, 2.67e-06, 1.92e-06, 2.01e-06, 1.80e-06, 2.48e-08, 5.91e-05, 1.22e-06, 1.10e-04, 7.40e-05, 1.74e-04, 1.21e-04, 1.46e-06, 1.14e-06, 9.15e-08, 1.07e-07, 5.45e-10, 0.00e+00, 1.62e-09, 6.12e-05]    []  
137000    [1.11e-06, 2.87e-06, 2.24e-06, 2.96e-06, 2.81e-06, 1.74e-06, 1.64e-06, 4.58e-09, 1.32e-08, 3.88e-07, 1.24e-05, 8.20e-06, 1.31e-05, 1.92e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.18e-11, 0.00e+00, 7.36e-09, 6.42e-08]    [1.11e-06, 2.87e-06, 2.24e-06, 2.96e-06, 2.81e-06, 1.74e-06, 1.64e-06, 4.58e-09, 1.32e-08, 3.88e-07, 1.24e-05, 8.20e-06, 1.31e-05, 1.92e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.18e-11, 0.00e+00, 7.36e-09, 6.42e-08]    []  
137100    [1.02e-06, 2.84e-06, 2.31e-06, 2.85e-06, 2.73e-06, 1.55e-06, 1.53e-06, 2.08e-09, 3.55e-09, 3.76e-09, 8.51e-07, 1.89e-06, 1.71e-06, 1.56e-08, 2.23e-12, 1.20e-10, 3.98e-10, 0.00e+00, 2.56e-11, 4.91e-11, 4.97e-09, 3.72e-09]    [1.02e-06, 2.84e-06, 2.31e-06, 2.85e-06, 2.73e-06, 1.55e-06, 1.53e-06, 2.08e-09, 3.55e-09, 3.76e-09, 8.51e-07, 1.89e-06, 1.71e-06, 1.56e-08, 2.23e-12, 1.20e-10, 3.98e-10, 0.00e+00, 2.56e-11, 4.91e-11, 4.97e-09, 3.72e-09]    []  
137200    [1.45e-06, 3.07e-06, 2.15e-06, 2.04e-06, 2.99e-06, 1.49e-06, 1.76e-06, 2.53e-03, 2.29e-09, 5.68e-07, 1.63e-05, 8.07e-06, 1.06e-05, 1.78e-05, 7.55e-08, 1.01e-07, 5.17e-08, 5.04e-08, 0.00e+00, 2.16e-11, 2.54e-03, 9.64e-09]    [1.45e-06, 3.07e-06, 2.15e-06, 2.04e-06, 2.99e-06, 1.49e-06, 1.76e-06, 2.53e-03, 2.29e-09, 5.68e-07, 1.63e-05, 8.07e-06, 1.06e-05, 1.78e-05, 7.55e-08, 1.01e-07, 5.17e-08, 5.04e-08, 0.00e+00, 2.16e-11, 2.54e-03, 9.64e-09]    []  
137300    [9.80e-07, 2.68e-06, 2.12e-06, 2.36e-06, 2.68e-06, 1.08e-06, 1.00e-06, 1.82e-10, 2.10e-09, 1.38e-09, 3.10e-07, 9.58e-07, 9.72e-07, 1.39e-08, 1.38e-11, 9.66e-11, 0.00e+00, 2.31e-11, 1.34e-12, 1.93e-11, 1.49e-08, 4.72e-09]    [9.80e-07, 2.68e-06, 2.12e-06, 2.36e-06, 2.68e-06, 1.08e-06, 1.00e-06, 1.82e-10, 2.10e-09, 1.38e-09, 3.10e-07, 9.58e-07, 9.72e-07, 1.39e-08, 1.38e-11, 9.66e-11, 0.00e+00, 2.31e-11, 1.34e-12, 1.93e-11, 1.49e-08, 4.72e-09]    []  
137400    [7.92e-06, 2.37e-06, 1.96e-06, 1.90e-06, 1.87e-06, 1.96e-06, 1.50e-06, 1.69e-09, 1.26e-09, 5.51e-05, 2.39e-05, 1.90e-04, 1.54e-04, 1.44e-04, 2.74e-06, 2.24e-06, 1.33e-06, 1.13e-06, 1.66e-11, 1.23e-11, 3.89e-09, 2.33e-09]    [7.92e-06, 2.37e-06, 1.96e-06, 1.90e-06, 1.87e-06, 1.96e-06, 1.50e-06, 1.69e-09, 1.26e-09, 5.51e-05, 2.39e-05, 1.90e-04, 1.54e-04, 1.44e-04, 2.74e-06, 2.24e-06, 1.33e-06, 1.13e-06, 1.66e-11, 1.23e-11, 3.89e-09, 2.33e-09]    []  
137500    [1.26e-06, 2.72e-06, 2.13e-06, 2.62e-06, 2.60e-06, 1.24e-06, 1.04e-06, 4.62e-09, 3.05e-09, 1.09e-11, 8.80e-07, 3.77e-06, 2.52e-06, 3.46e-08, 5.99e-10, 1.74e-10, 3.07e-11, 0.00e+00, 4.84e-11, 3.16e-11, 1.11e-08, 7.00e-09]    [1.26e-06, 2.72e-06, 2.13e-06, 2.62e-06, 2.60e-06, 1.24e-06, 1.04e-06, 4.62e-09, 3.05e-09, 1.09e-11, 8.80e-07, 3.77e-06, 2.52e-06, 3.46e-08, 5.99e-10, 1.74e-10, 3.07e-11, 0.00e+00, 4.84e-11, 3.16e-11, 1.11e-08, 7.00e-09]    []  
137600    [1.25e-06, 2.75e-06, 2.24e-06, 2.72e-06, 2.54e-06, 1.17e-06, 9.98e-07, 5.11e-09, 3.14e-09, 2.81e-09, 4.23e-07, 1.39e-06, 9.71e-07, 2.32e-08, 7.44e-10, 1.35e-10, 1.33e-10, 0.00e+00, 5.80e-11, 3.44e-11, 9.91e-09, 6.71e-09]    [1.25e-06, 2.75e-06, 2.24e-06, 2.72e-06, 2.54e-06, 1.17e-06, 9.98e-07, 5.11e-09, 3.14e-09, 2.81e-09, 4.23e-07, 1.39e-06, 9.71e-07, 2.32e-08, 7.44e-10, 1.35e-10, 1.33e-10, 0.00e+00, 5.80e-11, 3.44e-11, 9.91e-09, 6.71e-09]    []  
137700    [1.24e-06, 2.65e-06, 2.27e-06, 2.61e-06, 2.56e-06, 1.09e-06, 9.46e-07, 3.31e-09, 2.18e-09, 5.71e-09, 2.90e-07, 7.91e-07, 6.07e-07, 6.65e-08, 4.31e-11, 7.00e-11, 3.58e-11, 0.00e+00, 3.76e-11, 2.41e-11, 9.02e-09, 6.02e-09]    [1.24e-06, 2.65e-06, 2.27e-06, 2.61e-06, 2.56e-06, 1.09e-06, 9.46e-07, 3.31e-09, 2.18e-09, 5.71e-09, 2.90e-07, 7.91e-07, 6.07e-07, 6.65e-08, 4.31e-11, 7.00e-11, 3.58e-11, 0.00e+00, 3.76e-11, 2.41e-11, 9.02e-09, 6.02e-09]    []  
137800    [3.45e-06, 2.25e-06, 2.29e-06, 2.35e-06, 2.34e-06, 7.71e-07, 4.44e-07, 5.80e-10, 1.13e-09, 4.99e-07, 9.18e-06, 1.24e-05, 7.01e-06, 9.84e-06, 2.07e-07, 1.83e-07, 4.11e-10, 4.35e-10, 7.30e-12, 0.00e+00, 6.23e-09, 1.29e-08]    [3.45e-06, 2.25e-06, 2.29e-06, 2.35e-06, 2.34e-06, 7.71e-07, 4.44e-07, 5.80e-10, 1.13e-09, 4.99e-07, 9.18e-06, 1.24e-05, 7.01e-06, 9.84e-06, 2.07e-07, 1.83e-07, 4.11e-10, 4.35e-10, 7.30e-12, 0.00e+00, 6.23e-09, 1.29e-08]    []  
137900    [1.95e-06, 2.32e-06, 2.19e-06, 2.22e-06, 2.29e-06, 8.02e-07, 5.39e-07, 1.13e-09, 7.02e-10, 1.53e-09, 7.91e-07, 9.73e-07, 5.82e-07, 9.74e-08, 0.00e+00, 3.01e-10, 1.48e-11, 0.00e+00, 1.24e-11, 7.30e-12, 3.13e-09, 2.14e-09]    [1.95e-06, 2.32e-06, 2.19e-06, 2.22e-06, 2.29e-06, 8.02e-07, 5.39e-07, 1.13e-09, 7.02e-10, 1.53e-09, 7.91e-07, 9.73e-07, 5.82e-07, 9.74e-08, 0.00e+00, 3.01e-10, 1.48e-11, 0.00e+00, 1.24e-11, 7.30e-12, 3.13e-09, 2.14e-09]    []  
138000    [1.69e-06, 2.32e-06, 2.13e-06, 2.18e-06, 2.32e-06, 8.93e-07, 6.19e-07, 1.20e-09, 8.45e-10, 1.32e-09, 3.64e-07, 5.20e-07, 2.54e-07, 2.32e-08, 1.29e-12, 1.13e-10, 0.00e+00, 0.00e+00, 1.26e-11, 8.82e-12, 4.85e-09, 3.10e-09]    [1.69e-06, 2.32e-06, 2.13e-06, 2.18e-06, 2.32e-06, 8.93e-07, 6.19e-07, 1.20e-09, 8.45e-10, 1.32e-09, 3.64e-07, 5.20e-07, 2.54e-07, 2.32e-08, 1.29e-12, 1.13e-10, 0.00e+00, 0.00e+00, 1.26e-11, 8.82e-12, 4.85e-09, 3.10e-09]    []  

Best model at step 123065:
  train loss: 1.11e-05
  test loss: 1.11e-05
  test metric: []

'train' took 39.481883 s

Best train step: 123065
lambda_a: 7.020890697676293
lambda_b: 6.151070865302765
kappa_a: 1.6561445527641405
kappa_b: 1.492842383565811
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
138000    [1.69e-06, 2.32e-06, 2.13e-06, 2.18e-06, 2.32e-06, 8.93e-07, 6.19e-07, 1.20e-09, 8.45e-10, 1.32e-09, 3.64e-07, 5.20e-07, 2.54e-07, 2.32e-08, 1.29e-12, 1.13e-10, 0.00e+00, 0.00e+00, 1.26e-11, 8.82e-12, 4.85e-09, 3.10e-09]    [1.69e-06, 2.32e-06, 2.13e-06, 2.18e-06, 2.32e-06, 8.93e-07, 6.19e-07, 1.20e-09, 8.45e-10, 1.32e-09, 3.64e-07, 5.20e-07, 2.54e-07, 2.32e-08, 1.29e-12, 1.13e-10, 0.00e+00, 0.00e+00, 1.26e-11, 8.82e-12, 4.85e-09, 3.10e-09]    []  
138100    [1.54e-06, 2.74e-06, 2.14e-06, 2.32e-06, 2.74e-06, 1.19e-06, 1.19e-06, 8.39e-09, 8.41e-06, 8.82e-08, 2.28e-06, 6.11e-06, 2.91e-06, 5.32e-06, 1.41e-07, 1.15e-07, 0.00e+00, 0.00e+00, 1.26e-10, 0.00e+00, 3.57e-09, 9.10e-06]    [1.54e-06, 2.74e-06, 2.14e-06, 2.32e-06, 2.74e-06, 1.19e-06, 1.19e-06, 8.39e-09, 8.41e-06, 8.82e-08, 2.28e-06, 6.11e-06, 2.91e-06, 5.32e-06, 1.41e-07, 1.15e-07, 0.00e+00, 0.00e+00, 1.26e-10, 0.00e+00, 3.57e-09, 9.10e-06]    []  
138200    [1.23e-06, 2.73e-06, 2.17e-06, 2.58e-06, 2.66e-06, 1.11e-06, 1.08e-06, 2.39e-09, 4.30e-09, 5.73e-09, 7.74e-07, 1.92e-06, 1.20e-06, 3.17e-08, 4.70e-13, 3.75e-11, 1.55e-11, 0.00e+00, 2.87e-11, 5.99e-11, 8.84e-09, 5.30e-09]    [1.23e-06, 2.73e-06, 2.17e-06, 2.58e-06, 2.66e-06, 1.11e-06, 1.08e-06, 2.39e-09, 4.30e-09, 5.73e-09, 7.74e-07, 1.92e-06, 1.20e-06, 3.17e-08, 4.70e-13, 3.75e-11, 1.55e-11, 0.00e+00, 2.87e-11, 5.99e-11, 8.84e-09, 5.30e-09]    []  
138300    [1.26e-06, 2.73e-06, 2.22e-06, 2.67e-06, 2.61e-06, 1.10e-06, 1.06e-06, 2.26e-09, 3.69e-09, 3.22e-11, 3.93e-07, 1.15e-06, 8.13e-07, 1.83e-08, 1.64e-11, 1.37e-10, 0.00e+00, 0.00e+00, 2.36e-11, 4.25e-11, 8.93e-09, 5.38e-09]    [1.26e-06, 2.73e-06, 2.22e-06, 2.67e-06, 2.61e-06, 1.10e-06, 1.06e-06, 2.26e-09, 3.69e-09, 3.22e-11, 3.93e-07, 1.15e-06, 8.13e-07, 1.83e-08, 1.64e-11, 1.37e-10, 0.00e+00, 0.00e+00, 2.36e-11, 4.25e-11, 8.93e-09, 5.38e-09]    []  
138400    [1.22e-06, 2.64e-06, 2.22e-06, 2.61e-06, 2.55e-06, 1.07e-06, 1.01e-06, 1.97e-09, 2.39e-09, 2.05e-09, 2.45e-07, 8.21e-07, 6.13e-07, 3.07e-08, 1.40e-11, 1.26e-10, 5.90e-11, 0.00e+00, 1.92e-11, 2.41e-11, 8.46e-09, 5.84e-09]    [1.22e-06, 2.64e-06, 2.22e-06, 2.61e-06, 2.55e-06, 1.07e-06, 1.01e-06, 1.97e-09, 2.39e-09, 2.05e-09, 2.45e-07, 8.21e-07, 6.13e-07, 3.07e-08, 1.40e-11, 1.26e-10, 5.90e-11, 0.00e+00, 1.92e-11, 2.41e-11, 8.46e-09, 5.84e-09]    []  
138500    [5.01e-06, 2.47e-06, 2.40e-06, 2.05e-06, 1.70e-06, 1.47e-06, 9.37e-07, 1.48e-04, 1.65e-09, 7.31e-06, 5.23e-05, 7.67e-05, 1.08e-04, 2.03e-05, 1.29e-07, 2.82e-07, 7.07e-08, 6.79e-08, 3.18e-05, 1.94e-11, 1.46e-04, 2.30e-09]    [5.01e-06, 2.47e-06, 2.40e-06, 2.05e-06, 1.70e-06, 1.47e-06, 9.37e-07, 1.48e-04, 1.65e-09, 7.31e-06, 5.23e-05, 7.67e-05, 1.08e-04, 2.03e-05, 1.29e-07, 2.82e-07, 7.07e-08, 6.79e-08, 3.18e-05, 1.94e-11, 1.46e-04, 2.30e-09]    []  
138600    [1.69e-06, 2.39e-06, 2.11e-06, 2.47e-06, 2.22e-06, 9.11e-07, 5.81e-07, 5.33e-06, 6.75e-10, 3.01e-09, 5.37e-07, 2.58e-06, 2.27e-06, 3.23e-08, 2.77e-12, 2.82e-10, 3.04e-12, 0.00e+00, 9.18e-07, 6.43e-12, 4.90e-06, 3.40e-09]    [1.69e-06, 2.39e-06, 2.11e-06, 2.47e-06, 2.22e-06, 9.11e-07, 5.81e-07, 5.33e-06, 6.75e-10, 3.01e-09, 5.37e-07, 2.58e-06, 2.27e-06, 3.23e-08, 2.77e-12, 2.82e-10, 3.04e-12, 0.00e+00, 9.18e-07, 6.43e-12, 4.90e-06, 3.40e-09]    []  
138700    [1.53e-06, 2.39e-06, 2.07e-06, 2.36e-06, 2.26e-06, 9.44e-07, 6.32e-07, 3.60e-09, 1.08e-09, 1.73e-09, 3.70e-07, 1.77e-06, 1.47e-06, 2.11e-08, 7.79e-11, 3.71e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-11, 2.71e-08, 3.61e-09]    [1.53e-06, 2.39e-06, 2.07e-06, 2.36e-06, 2.26e-06, 9.44e-07, 6.32e-07, 3.60e-09, 1.08e-09, 1.73e-09, 3.70e-07, 1.77e-06, 1.47e-06, 2.11e-08, 7.79e-11, 3.71e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-11, 2.71e-08, 3.61e-09]    []  
138800    [1.44e-06, 2.41e-06, 2.03e-06, 2.30e-06, 2.29e-06, 9.73e-07, 6.70e-07, 2.49e-08, 1.31e-09, 1.35e-09, 2.91e-07, 1.32e-06, 1.00e-06, 1.82e-08, 1.14e-10, 2.86e-10, 0.00e+00, 3.04e-11, 6.34e-10, 1.37e-11, 2.24e-09, 3.98e-09]    [1.44e-06, 2.41e-06, 2.03e-06, 2.30e-06, 2.29e-06, 9.73e-07, 6.70e-07, 2.49e-08, 1.31e-09, 1.35e-09, 2.91e-07, 1.32e-06, 1.00e-06, 1.82e-08, 1.14e-10, 2.86e-10, 0.00e+00, 3.04e-11, 6.34e-10, 1.37e-11, 2.24e-09, 3.98e-09]    []  
138900    [6.37e-06, 2.45e-06, 2.28e-06, 1.65e-06, 1.80e-06, 9.62e-07, 6.68e-07, 9.13e-10, 2.25e-08, 1.97e-06, 1.48e-05, 3.74e-05, 1.00e-04, 2.78e-04, 8.25e-07, 4.30e-07, 0.00e+00, 0.00e+00, 0.00e+00, 1.61e-09, 7.60e-09, 1.06e-08]    [6.37e-06, 2.45e-06, 2.28e-06, 1.65e-06, 1.80e-06, 9.62e-07, 6.68e-07, 9.13e-10, 2.25e-08, 1.97e-06, 1.48e-05, 3.74e-05, 1.00e-04, 2.78e-04, 8.25e-07, 4.30e-07, 0.00e+00, 0.00e+00, 0.00e+00, 1.61e-09, 7.60e-09, 1.06e-08]    []  
139000    [1.72e-06, 2.37e-06, 2.02e-06, 2.23e-06, 2.27e-06, 8.17e-07, 5.95e-07, 2.08e-09, 7.23e-07, 1.53e-09, 3.79e-07, 2.09e-06, 1.79e-06, 8.62e-08, 0.00e+00, 4.18e-10, 0.00e+00, 0.00e+00, 2.40e-11, 1.01e-07, 4.31e-09, 5.80e-07]    [1.72e-06, 2.37e-06, 2.02e-06, 2.23e-06, 2.27e-06, 8.17e-07, 5.95e-07, 2.08e-09, 7.23e-07, 1.53e-09, 3.79e-07, 2.09e-06, 1.79e-06, 8.62e-08, 0.00e+00, 4.18e-10, 0.00e+00, 0.00e+00, 2.40e-11, 1.01e-07, 4.31e-09, 5.80e-07]    []  
139100    [1.52e-06, 2.39e-06, 1.98e-06, 2.18e-06, 2.27e-06, 8.48e-07, 5.98e-07, 1.88e-09, 1.23e-09, 1.50e-09, 2.45e-07, 1.15e-06, 9.39e-07, 3.47e-08, 2.55e-11, 2.56e-10, 0.00e+00, 3.64e-11, 2.15e-11, 0.00e+00, 6.33e-09, 1.78e-08]    [1.52e-06, 2.39e-06, 1.98e-06, 2.18e-06, 2.27e-06, 8.48e-07, 5.98e-07, 1.88e-09, 1.23e-09, 1.50e-09, 2.45e-07, 1.15e-06, 9.39e-07, 3.47e-08, 2.55e-11, 2.56e-10, 0.00e+00, 3.64e-11, 2.15e-11, 0.00e+00, 6.33e-09, 1.78e-08]    []  
139200    [1.45e-06, 2.41e-06, 1.97e-06, 2.16e-06, 2.30e-06, 8.57e-07, 5.95e-07, 3.03e-09, 9.78e-10, 1.62e-10, 2.23e-07, 8.53e-07, 6.26e-07, 3.35e-08, 1.13e-10, 3.11e-10, 0.00e+00, 1.78e-10, 4.51e-11, 1.18e-11, 6.00e-09, 5.70e-09]    [1.45e-06, 2.41e-06, 1.97e-06, 2.16e-06, 2.30e-06, 8.57e-07, 5.95e-07, 3.03e-09, 9.78e-10, 1.62e-10, 2.23e-07, 8.53e-07, 6.26e-07, 3.35e-08, 1.13e-10, 3.11e-10, 0.00e+00, 1.78e-10, 4.51e-11, 1.18e-11, 6.00e-09, 5.70e-09]    []  
139300    [1.49e-06, 2.42e-06, 2.02e-06, 1.92e-06, 2.32e-06, 9.89e-07, 7.42e-07, 3.36e-05, 2.73e-09, 7.36e-09, 1.76e-06, 1.24e-05, 7.13e-06, 6.47e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.13e-11, 3.53e-05, 4.37e-09]    [1.49e-06, 2.42e-06, 2.02e-06, 1.92e-06, 2.32e-06, 9.89e-07, 7.42e-07, 3.36e-05, 2.73e-09, 7.36e-09, 1.76e-06, 1.24e-05, 7.13e-06, 6.47e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.13e-11, 3.53e-05, 4.37e-09]    []  
139400    [1.39e-06, 2.61e-06, 2.11e-06, 2.26e-06, 2.54e-06, 9.20e-07, 7.08e-07, 1.70e-10, 2.94e-09, 3.09e-09, 5.03e-07, 3.30e-06, 2.29e-06, 1.90e-08, 0.00e+00, 2.43e-10, 6.61e-12, 1.31e-14, 9.93e-13, 3.53e-11, 2.31e-08, 5.91e-09]    [1.39e-06, 2.61e-06, 2.11e-06, 2.26e-06, 2.54e-06, 9.20e-07, 7.08e-07, 1.70e-10, 2.94e-09, 3.09e-09, 5.03e-07, 3.30e-06, 2.29e-06, 1.90e-08, 0.00e+00, 2.43e-10, 6.61e-12, 1.31e-14, 9.93e-13, 3.53e-11, 2.31e-08, 5.91e-09]    []  
139500    [1.43e-06, 2.60e-06, 2.09e-06, 2.24e-06, 2.54e-06, 8.27e-07, 6.17e-07, 2.81e-09, 2.06e-08, 1.91e-09, 3.59e-07, 1.91e-06, 1.36e-06, 1.65e-08, 0.00e+00, 2.32e-10, 0.00e+00, 4.60e-12, 2.83e-11, 6.60e-10, 1.02e-08, 3.66e-09]    [1.43e-06, 2.60e-06, 2.09e-06, 2.24e-06, 2.54e-06, 8.27e-07, 6.17e-07, 2.81e-09, 2.06e-08, 1.91e-09, 3.59e-07, 1.91e-06, 1.36e-06, 1.65e-08, 0.00e+00, 2.32e-10, 0.00e+00, 4.60e-12, 2.83e-11, 6.60e-10, 1.02e-08, 3.66e-09]    []  
139600    [1.80e-06, 2.64e-06, 2.08e-06, 2.20e-06, 2.43e-06, 8.44e-07, 7.58e-07, 3.93e-09, 9.67e-07, 2.76e-08, 2.36e-06, 2.96e-06, 3.40e-06, 2.65e-07, 1.31e-09, 7.41e-10, 0.00e+00, 0.00e+00, 3.28e-11, 1.15e-07, 1.49e-08, 6.75e-07]    [1.80e-06, 2.64e-06, 2.08e-06, 2.20e-06, 2.43e-06, 8.44e-07, 7.58e-07, 3.93e-09, 9.67e-07, 2.76e-08, 2.36e-06, 2.96e-06, 3.40e-06, 2.65e-07, 1.31e-09, 7.41e-10, 0.00e+00, 0.00e+00, 3.28e-11, 1.15e-07, 1.49e-08, 6.75e-07]    []  
139700    [4.87e-06, 2.92e-06, 2.43e-06, 2.15e-06, 2.25e-06, 1.06e-06, 1.04e-06, 9.08e-10, 4.74e-09, 7.64e-10, 1.23e-04, 1.08e-04, 1.87e-04, 4.07e-05, 5.89e-07, 4.98e-07, 4.56e-09, 3.03e-09, 6.80e-12, 4.80e-11, 8.20e-09, 2.56e-09]    [4.87e-06, 2.92e-06, 2.43e-06, 2.15e-06, 2.25e-06, 1.06e-06, 1.04e-06, 9.08e-10, 4.74e-09, 7.64e-10, 1.23e-04, 1.08e-04, 1.87e-04, 4.07e-05, 5.89e-07, 4.98e-07, 4.56e-09, 3.03e-09, 6.80e-12, 4.80e-11, 8.20e-09, 2.56e-09]    []  
139800    [1.37e-06, 2.60e-06, 2.10e-06, 2.25e-06, 2.52e-06, 8.09e-07, 7.42e-07, 2.47e-09, 2.14e-09, 8.97e-09, 3.11e-07, 2.52e-06, 1.89e-06, 1.63e-07, 1.24e-12, 1.75e-10, 2.48e-11, 5.14e-12, 2.25e-11, 1.93e-11, 6.58e-09, 5.54e-09]    [1.37e-06, 2.60e-06, 2.10e-06, 2.25e-06, 2.52e-06, 8.09e-07, 7.42e-07, 2.47e-09, 2.14e-09, 8.97e-09, 3.11e-07, 2.52e-06, 1.89e-06, 1.63e-07, 1.24e-12, 1.75e-10, 2.48e-11, 5.14e-12, 2.25e-11, 1.93e-11, 6.58e-09, 5.54e-09]    []  
139900    [1.38e-06, 2.57e-06, 2.08e-06, 2.22e-06, 2.55e-06, 7.75e-07, 7.01e-07, 1.36e-09, 1.57e-09, 6.98e-10, 2.62e-07, 1.42e-06, 1.05e-06, 2.03e-08, 0.00e+00, 7.66e-11, 0.00e+00, 1.10e-11, 1.16e-11, 1.40e-11, 5.74e-09, 4.18e-09]    [1.38e-06, 2.57e-06, 2.08e-06, 2.22e-06, 2.55e-06, 7.75e-07, 7.01e-07, 1.36e-09, 1.57e-09, 6.98e-10, 2.62e-07, 1.42e-06, 1.05e-06, 2.03e-08, 0.00e+00, 7.66e-11, 0.00e+00, 1.10e-11, 1.16e-11, 1.40e-11, 5.74e-09, 4.18e-09]    []  
140000    [2.24e-06, 2.47e-06, 2.10e-06, 2.05e-06, 2.23e-06, 6.75e-07, 5.76e-07, 8.90e-10, 1.69e-09, 3.63e-07, 4.18e-06, 6.18e-06, 2.98e-05, 2.63e-05, 4.96e-08, 5.65e-08, 2.70e-07, 2.78e-07, 0.00e+00, 1.77e-11, 1.73e-08, 3.41e-09]    [2.24e-06, 2.47e-06, 2.10e-06, 2.05e-06, 2.23e-06, 6.75e-07, 5.76e-07, 8.90e-10, 1.69e-09, 3.63e-07, 4.18e-06, 6.18e-06, 2.98e-05, 2.63e-05, 4.96e-08, 5.65e-08, 2.70e-07, 2.78e-07, 0.00e+00, 1.77e-11, 1.73e-08, 3.41e-09]    []  

Best model at step 123065:
  train loss: 1.11e-05
  test loss: 1.11e-05
  test metric: []

'train' took 44.598037 s

Best train step: 123065
lambda_a: 7.020890697676293
lambda_b: 6.151070865302765
kappa_a: 1.6561445527641405
kappa_b: 1.492842383565811
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
140000    [2.24e-06, 2.47e-06, 2.10e-06, 2.05e-06, 2.23e-06, 6.75e-07, 5.76e-07, 8.90e-10, 1.69e-09, 3.63e-07, 4.18e-06, 6.18e-06, 2.98e-05, 2.63e-05, 4.96e-08, 5.65e-08, 2.70e-07, 2.78e-07, 0.00e+00, 1.77e-11, 1.73e-08, 3.41e-09]    [2.24e-06, 2.47e-06, 2.10e-06, 2.05e-06, 2.23e-06, 6.75e-07, 5.76e-07, 8.90e-10, 1.69e-09, 3.63e-07, 4.18e-06, 6.18e-06, 2.98e-05, 2.63e-05, 4.96e-08, 5.65e-08, 2.70e-07, 2.78e-07, 0.00e+00, 1.77e-11, 1.73e-08, 3.41e-09]    []  
140100    [1.47e-06, 2.57e-06, 2.13e-06, 2.25e-06, 2.51e-06, 6.77e-07, 5.98e-07, 3.37e-10, 1.08e-09, 1.76e-09, 2.53e-07, 9.39e-07, 6.40e-07, 2.63e-08, 0.00e+00, 1.75e-10, 2.56e-12, 0.00e+00, 2.64e-12, 1.06e-11, 6.53e-09, 3.61e-09]    [1.47e-06, 2.57e-06, 2.13e-06, 2.25e-06, 2.51e-06, 6.77e-07, 5.98e-07, 3.37e-10, 1.08e-09, 1.76e-09, 2.53e-07, 9.39e-07, 6.40e-07, 2.63e-08, 0.00e+00, 1.75e-10, 2.56e-12, 0.00e+00, 2.64e-12, 1.06e-11, 6.53e-09, 3.61e-09]    []  
140200    [1.44e-06, 2.55e-06, 2.11e-06, 2.24e-06, 2.52e-06, 6.79e-07, 5.80e-07, 1.31e-09, 8.57e-10, 1.04e-09, 2.45e-07, 7.43e-07, 4.78e-07, 1.89e-08, 1.23e-11, 1.49e-10, 0.00e+00, 3.22e-12, 1.44e-11, 8.76e-12, 4.52e-09, 3.89e-09]    [1.44e-06, 2.55e-06, 2.11e-06, 2.24e-06, 2.52e-06, 6.79e-07, 5.80e-07, 1.31e-09, 8.57e-10, 1.04e-09, 2.45e-07, 7.43e-07, 4.78e-07, 1.89e-08, 1.23e-11, 1.49e-10, 0.00e+00, 3.22e-12, 1.44e-11, 8.76e-12, 4.52e-09, 3.89e-09]    []  
140300    [9.03e-06, 2.28e-06, 2.10e-06, 2.78e-06, 2.76e-06, 3.77e-07, 3.00e-07, 2.96e-04, 1.52e-09, 3.03e-04, 2.29e-04, 1.55e-04, 3.12e-04, 9.95e-04, 1.72e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.98e-04, 9.09e-09]    [9.03e-06, 2.28e-06, 2.10e-06, 2.78e-06, 2.76e-06, 3.77e-07, 3.00e-07, 2.96e-04, 1.52e-09, 3.03e-04, 2.29e-04, 1.55e-04, 3.12e-04, 9.95e-04, 1.72e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.98e-04, 9.09e-09]    []  
140400    [1.29e-06, 2.54e-06, 2.10e-06, 2.28e-06, 2.41e-06, 8.06e-07, 5.71e-07, 2.16e-08, 1.59e-09, 4.16e-09, 2.87e-07, 1.83e-06, 1.44e-06, 1.24e-07, 0.00e+00, 2.13e-10, 0.00e+00, 0.00e+00, 4.98e-10, 2.42e-11, 4.52e-09, 5.83e-09]    [1.29e-06, 2.54e-06, 2.10e-06, 2.28e-06, 2.41e-06, 8.06e-07, 5.71e-07, 2.16e-08, 1.59e-09, 4.16e-09, 2.87e-07, 1.83e-06, 1.44e-06, 1.24e-07, 0.00e+00, 2.13e-10, 0.00e+00, 0.00e+00, 4.98e-10, 2.42e-11, 4.52e-09, 5.83e-09]    []  
140500    [1.32e-06, 2.51e-06, 2.08e-06, 2.20e-06, 2.52e-06, 7.86e-07, 5.77e-07, 1.17e-09, 8.36e-10, 7.70e-10, 2.45e-07, 1.06e-06, 7.34e-07, 2.82e-08, 8.57e-15, 2.11e-10, 0.00e+00, 2.75e-11, 1.32e-11, 1.25e-11, 6.27e-09, 3.50e-09]    [1.32e-06, 2.51e-06, 2.08e-06, 2.20e-06, 2.52e-06, 7.86e-07, 5.77e-07, 1.17e-09, 8.36e-10, 7.70e-10, 2.45e-07, 1.06e-06, 7.34e-07, 2.82e-08, 8.57e-15, 2.11e-10, 0.00e+00, 2.75e-11, 1.32e-11, 1.25e-11, 6.27e-09, 3.50e-09]    []  
140600    [1.31e-05, 6.35e-06, 5.52e-06, 7.85e-06, 6.74e-06, 1.63e-06, 1.28e-06, 1.38e-09, 6.65e-11, 1.05e-06, 3.80e-05, 5.16e-04, 8.86e-04, 4.84e-04, 0.00e+00, 0.00e+00, 1.41e-08, 7.57e-09, 0.00e+00, 0.00e+00, 3.82e-08, 1.61e-08]    [1.31e-05, 6.35e-06, 5.52e-06, 7.85e-06, 6.74e-06, 1.63e-06, 1.28e-06, 1.38e-09, 6.65e-11, 1.05e-06, 3.80e-05, 5.16e-04, 8.86e-04, 4.84e-04, 0.00e+00, 0.00e+00, 1.41e-08, 7.57e-09, 0.00e+00, 0.00e+00, 3.82e-08, 1.61e-08]    []  
140700    [1.35e-06, 2.52e-06, 2.05e-06, 2.38e-06, 2.24e-06, 8.11e-07, 5.27e-07, 3.60e-09, 1.86e-08, 1.15e-08, 4.52e-07, 2.25e-06, 1.87e-06, 1.46e-07, 0.00e+00, 5.47e-10, 2.62e-10, 0.00e+00, 1.18e-10, 1.08e-09, 5.42e-09, 5.23e-09]    [1.35e-06, 2.52e-06, 2.05e-06, 2.38e-06, 2.24e-06, 8.11e-07, 5.27e-07, 3.60e-09, 1.86e-08, 1.15e-08, 4.52e-07, 2.25e-06, 1.87e-06, 1.46e-07, 0.00e+00, 5.47e-10, 2.62e-10, 0.00e+00, 1.18e-10, 1.08e-09, 5.42e-09, 5.23e-09]    []  
140800    [1.38e-06, 2.52e-06, 2.05e-06, 2.26e-06, 2.46e-06, 7.51e-07, 5.18e-07, 2.45e-09, 2.08e-09, 1.07e-11, 2.88e-07, 1.14e-06, 8.19e-07, 2.03e-08, 5.62e-12, 2.83e-10, 0.00e+00, 2.45e-11, 9.78e-11, 1.04e-10, 3.96e-09, 2.38e-09]    [1.38e-06, 2.52e-06, 2.05e-06, 2.26e-06, 2.46e-06, 7.51e-07, 5.18e-07, 2.45e-09, 2.08e-09, 1.07e-11, 2.88e-07, 1.14e-06, 8.19e-07, 2.03e-08, 5.62e-12, 2.83e-10, 0.00e+00, 2.45e-11, 9.78e-11, 1.04e-10, 3.96e-09, 2.38e-09]    []  
140900    [1.39e-06, 2.49e-06, 2.04e-06, 2.19e-06, 2.48e-06, 7.48e-07, 5.18e-07, 2.39e-09, 5.79e-09, 6.15e-12, 2.65e-07, 8.77e-07, 6.27e-07, 1.74e-08, 5.61e-11, 2.81e-10, 0.00e+00, 5.47e-11, 0.00e+00, 3.48e-10, 1.45e-08, 2.74e-09]    [1.39e-06, 2.49e-06, 2.04e-06, 2.19e-06, 2.48e-06, 7.48e-07, 5.18e-07, 2.39e-09, 5.79e-09, 6.15e-12, 2.65e-07, 8.77e-07, 6.27e-07, 1.74e-08, 5.61e-11, 2.81e-10, 0.00e+00, 5.47e-11, 0.00e+00, 3.48e-10, 1.45e-08, 2.74e-09]    []  
141000    [4.45e-06, 3.04e-06, 2.74e-06, 2.19e-06, 2.15e-06, 7.60e-07, 6.22e-07, 2.80e-08, 3.62e-05, 1.58e-05, 1.85e-05, 2.06e-05, 7.02e-05, 2.07e-04, 1.18e-06, 7.63e-07, 1.41e-06, 1.33e-06, 6.97e-10, 0.00e+00, 7.42e-09, 3.81e-05]    [4.45e-06, 3.04e-06, 2.74e-06, 2.19e-06, 2.15e-06, 7.60e-07, 6.22e-07, 2.80e-08, 3.62e-05, 1.58e-05, 1.85e-05, 2.06e-05, 7.02e-05, 2.07e-04, 1.18e-06, 7.63e-07, 1.41e-06, 1.33e-06, 6.97e-10, 0.00e+00, 7.42e-09, 3.81e-05]    []  
141100    [1.40e-06, 2.52e-06, 2.10e-06, 2.28e-06, 2.42e-06, 6.87e-07, 5.65e-07, 2.79e-08, 3.01e-11, 7.59e-09, 3.20e-07, 8.57e-07, 6.03e-07, 3.99e-08, 6.31e-11, 8.72e-10, 8.66e-11, 0.00e+00, 6.81e-10, 0.00e+00, 8.80e-09, 2.86e-08]    [1.40e-06, 2.52e-06, 2.10e-06, 2.28e-06, 2.42e-06, 6.87e-07, 5.65e-07, 2.79e-08, 3.01e-11, 7.59e-09, 3.20e-07, 8.57e-07, 6.03e-07, 3.99e-08, 6.31e-11, 8.72e-10, 8.66e-11, 0.00e+00, 6.81e-10, 0.00e+00, 8.80e-09, 2.86e-08]    []  
141200    [1.40e-06, 2.47e-06, 2.08e-06, 2.19e-06, 2.46e-06, 6.99e-07, 5.72e-07, 4.09e-09, 3.81e-09, 1.14e-08, 2.97e-07, 6.91e-07, 4.42e-07, 1.95e-08, 1.20e-10, 5.04e-10, 0.00e+00, 3.59e-12, 0.00e+00, 5.87e-11, 6.08e-08, 1.31e-08]    [1.40e-06, 2.47e-06, 2.08e-06, 2.19e-06, 2.46e-06, 6.99e-07, 5.72e-07, 4.09e-09, 3.81e-09, 1.14e-08, 2.97e-07, 6.91e-07, 4.42e-07, 1.95e-08, 1.20e-10, 5.04e-10, 0.00e+00, 3.59e-12, 0.00e+00, 5.87e-11, 6.08e-08, 1.31e-08]    []  
141300    [1.19e-05, 3.27e-06, 3.25e-06, 2.14e-06, 2.27e-06, 4.38e-06, 4.67e-06, 2.63e-08, 1.89e-07, 2.66e-05, 1.05e-04, 8.16e-04, 1.15e-03, 1.12e-04, 0.00e+00, 0.00e+00, 1.70e-05, 1.83e-05, 0.00e+00, 0.00e+00, 5.39e-07, 8.88e-07]    [1.19e-05, 3.27e-06, 3.25e-06, 2.14e-06, 2.27e-06, 4.38e-06, 4.67e-06, 2.63e-08, 1.89e-07, 2.66e-05, 1.05e-04, 8.16e-04, 1.15e-03, 1.12e-04, 0.00e+00, 0.00e+00, 1.70e-05, 1.83e-05, 0.00e+00, 0.00e+00, 5.39e-07, 8.88e-07]    []  
141400    [7.37e-06, 1.50e-06, 1.50e-06, 2.22e-06, 1.94e-06, 2.93e-06, 2.49e-06, 1.31e-05, 5.66e-07, 1.44e-05, 2.85e-05, 9.96e-05, 8.18e-05, 2.17e-06, 2.77e-08, 4.10e-07, 0.00e+00, 0.00e+00, 0.00e+00, 3.00e-08, 2.35e-05, 9.01e-07]    [7.37e-06, 1.50e-06, 1.50e-06, 2.22e-06, 1.94e-06, 2.93e-06, 2.49e-06, 1.31e-05, 5.66e-07, 1.44e-05, 2.85e-05, 9.96e-05, 8.18e-05, 2.17e-06, 2.77e-08, 4.10e-07, 0.00e+00, 0.00e+00, 0.00e+00, 3.00e-08, 2.35e-05, 9.01e-07]    []  
141500    [6.61e-06, 1.55e-06, 1.50e-06, 2.17e-06, 1.94e-06, 2.76e-06, 2.23e-06, 3.69e-06, 7.77e-07, 2.23e-06, 2.92e-05, 8.41e-05, 5.98e-05, 8.58e-07, 4.19e-08, 3.12e-08, 3.65e-08, 3.49e-08, 0.00e+00, 4.35e-08, 8.93e-06, 6.51e-07]    [6.61e-06, 1.55e-06, 1.50e-06, 2.17e-06, 1.94e-06, 2.76e-06, 2.23e-06, 3.69e-06, 7.77e-07, 2.23e-06, 2.92e-05, 8.41e-05, 5.98e-05, 8.58e-07, 4.19e-08, 3.12e-08, 3.65e-08, 3.49e-08, 0.00e+00, 4.35e-08, 8.93e-06, 6.51e-07]    []  
141600    [5.80e-06, 1.47e-06, 1.19e-06, 1.12e-06, 1.68e-06, 4.61e-06, 4.29e-06, 4.36e-06, 2.89e-08, 4.52e-05, 3.82e-05, 7.58e-04, 7.63e-04, 2.12e-04, 0.00e+00, 0.00e+00, 2.26e-09, 1.64e-10, 0.00e+00, 1.57e-08, 5.19e-06, 3.28e-07]    [5.80e-06, 1.47e-06, 1.19e-06, 1.12e-06, 1.68e-06, 4.61e-06, 4.29e-06, 4.36e-06, 2.89e-08, 4.52e-05, 3.82e-05, 7.58e-04, 7.63e-04, 2.12e-04, 0.00e+00, 0.00e+00, 2.26e-09, 1.64e-10, 0.00e+00, 1.57e-08, 5.19e-06, 3.28e-07]    []  
141700    [6.12e-06, 1.68e-06, 1.41e-06, 1.33e-06, 1.90e-06, 2.19e-06, 2.19e-06, 8.35e-07, 1.49e-07, 3.80e-08, 2.32e-05, 6.25e-04, 7.14e-04, 1.71e-07, 2.44e-07, 2.23e-07, 2.44e-07, 2.44e-07, 2.29e-07, 8.40e-08, 1.21e-06, 4.57e-07]    [6.12e-06, 1.68e-06, 1.41e-06, 1.33e-06, 1.90e-06, 2.19e-06, 2.19e-06, 8.35e-07, 1.49e-07, 3.80e-08, 2.32e-05, 6.25e-04, 7.14e-04, 1.71e-07, 2.44e-07, 2.23e-07, 2.44e-07, 2.44e-07, 2.29e-07, 8.40e-08, 1.21e-06, 4.57e-07]    []  
141800    [9.85e-06, 1.98e-06, 1.75e-06, 1.40e-06, 1.97e-06, 1.76e-06, 1.80e-06, 1.96e-06, 2.42e-07, 3.55e-06, 2.86e-05, 6.39e-04, 7.41e-04, 2.21e-04, 1.02e-06, 9.90e-07, 1.14e-06, 1.19e-06, 3.37e-07, 7.70e-08, 1.64e-06, 4.80e-07]    [9.85e-06, 1.98e-06, 1.75e-06, 1.40e-06, 1.97e-06, 1.76e-06, 1.80e-06, 1.96e-06, 2.42e-07, 3.55e-06, 2.86e-05, 6.39e-04, 7.41e-04, 2.21e-04, 1.02e-06, 9.90e-07, 1.14e-06, 1.19e-06, 3.37e-07, 7.70e-08, 1.64e-06, 4.80e-07]    []  
141900    [7.40e-06, 1.92e-06, 1.76e-06, 1.46e-06, 1.94e-06, 1.94e-06, 1.87e-06, 4.98e-07, 2.66e-07, 1.29e-07, 2.18e-05, 5.96e-04, 6.61e-04, 3.66e-06, 5.95e-08, 5.70e-08, 1.14e-07, 1.23e-07, 9.40e-08, 3.38e-08, 6.75e-07, 4.34e-07]    [7.40e-06, 1.92e-06, 1.76e-06, 1.46e-06, 1.94e-06, 1.94e-06, 1.87e-06, 4.98e-07, 2.66e-07, 1.29e-07, 2.18e-05, 5.96e-04, 6.61e-04, 3.66e-06, 5.95e-08, 5.70e-08, 1.14e-07, 1.23e-07, 9.40e-08, 3.38e-08, 6.75e-07, 4.34e-07]    []  
142000    [9.20e-06, 2.11e-06, 2.09e-06, 1.65e-06, 2.24e-06, 1.60e-06, 1.54e-06, 5.44e-08, 8.92e-07, 1.15e-07, 2.93e-05, 5.65e-04, 6.09e-04, 4.36e-06, 8.07e-08, 7.74e-08, 2.13e-07, 2.17e-07, 1.67e-08, 1.08e-07, 1.01e-06, 8.96e-07]    [9.20e-06, 2.11e-06, 2.09e-06, 1.65e-06, 2.24e-06, 1.60e-06, 1.54e-06, 5.44e-08, 8.92e-07, 1.15e-07, 2.93e-05, 5.65e-04, 6.09e-04, 4.36e-06, 8.07e-08, 7.74e-08, 2.13e-07, 2.17e-07, 1.67e-08, 1.08e-07, 1.01e-06, 8.96e-07]    []  

Best model at step 123065:
  train loss: 1.11e-05
  test loss: 1.11e-05
  test metric: []

'train' took 43.623381 s

Best train step: 123065
lambda_a: 7.020890697676293
lambda_b: 6.151070865302765
kappa_a: 1.6561445527641405
kappa_b: 1.492842383565811
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
142000    [9.20e-06, 2.11e-06, 2.09e-06, 1.65e-06, 2.24e-06, 1.60e-06, 1.54e-06, 5.44e-08, 8.92e-07, 1.15e-07, 2.93e-05, 5.65e-04, 6.09e-04, 4.36e-06, 8.07e-08, 7.74e-08, 2.13e-07, 2.17e-07, 1.67e-08, 1.08e-07, 1.01e-06, 8.96e-07]    [9.20e-06, 2.11e-06, 2.09e-06, 1.65e-06, 2.24e-06, 1.60e-06, 1.54e-06, 5.44e-08, 8.92e-07, 1.15e-07, 2.93e-05, 5.65e-04, 6.09e-04, 4.36e-06, 8.07e-08, 7.74e-08, 2.13e-07, 2.17e-07, 1.67e-08, 1.08e-07, 1.01e-06, 8.96e-07]    []  
142100    [1.19e-05, 2.35e-06, 2.44e-06, 2.07e-06, 2.65e-06, 1.41e-06, 1.29e-06, 3.07e-10, 2.23e-06, 4.82e-07, 4.02e-05, 5.03e-04, 5.20e-04, 2.31e-07, 3.59e-08, 2.76e-08, 2.76e-07, 2.59e-07, 2.84e-08, 0.00e+00, 8.62e-07, 7.49e-06]    [1.19e-05, 2.35e-06, 2.44e-06, 2.07e-06, 2.65e-06, 1.41e-06, 1.29e-06, 3.07e-10, 2.23e-06, 4.82e-07, 4.02e-05, 5.03e-04, 5.20e-04, 2.31e-07, 3.59e-08, 2.76e-08, 2.76e-07, 2.59e-07, 2.84e-08, 0.00e+00, 8.62e-07, 7.49e-06]    []  
142200    [1.57e-05, 2.88e-06, 3.19e-06, 2.94e-06, 3.42e-06, 1.33e-06, 1.29e-06, 4.87e-08, 7.09e-07, 7.82e-07, 2.04e-04, 3.64e-04, 4.22e-04, 3.00e-05, 2.78e-07, 2.46e-07, 1.52e-06, 1.49e-06, 5.18e-08, 1.25e-07, 1.37e-06, 1.17e-06]    [1.57e-05, 2.88e-06, 3.19e-06, 2.94e-06, 3.42e-06, 1.33e-06, 1.29e-06, 4.87e-08, 7.09e-07, 7.82e-07, 2.04e-04, 3.64e-04, 4.22e-04, 3.00e-05, 2.78e-07, 2.46e-07, 1.52e-06, 1.49e-06, 5.18e-08, 1.25e-07, 1.37e-06, 1.17e-06]    []  
142300    [1.97e-05, 3.15e-06, 3.40e-06, 3.32e-06, 3.62e-06, 1.04e-06, 1.10e-06, 5.68e-07, 6.01e-07, 2.38e-06, 1.88e-04, 2.16e-04, 3.27e-04, 3.33e-04, 1.13e-06, 1.13e-06, 3.92e-06, 3.91e-06, 2.34e-08, 1.19e-07, 2.14e-06, 9.25e-07]    [1.97e-05, 3.15e-06, 3.40e-06, 3.32e-06, 3.62e-06, 1.04e-06, 1.10e-06, 5.68e-07, 6.01e-07, 2.38e-06, 1.88e-04, 2.16e-04, 3.27e-04, 3.33e-04, 1.13e-06, 1.13e-06, 3.92e-06, 3.91e-06, 2.34e-08, 1.19e-07, 2.14e-06, 9.25e-07]    []  
142400    [1.77e-05, 3.35e-06, 3.55e-06, 3.58e-06, 3.78e-06, 1.05e-06, 1.06e-06, 2.29e-07, 1.36e-05, 4.18e-09, 2.39e-04, 1.45e-04, 3.49e-04, 1.59e-04, 1.09e-06, 1.00e-06, 4.33e-06, 4.13e-06, 3.03e-08, 1.81e-06, 1.19e-06, 1.08e-05]    [1.77e-05, 3.35e-06, 3.55e-06, 3.58e-06, 3.78e-06, 1.05e-06, 1.06e-06, 2.29e-07, 1.36e-05, 4.18e-09, 2.39e-04, 1.45e-04, 3.49e-04, 1.59e-04, 1.09e-06, 1.00e-06, 4.33e-06, 4.13e-06, 3.03e-08, 1.81e-06, 1.19e-06, 1.08e-05]    []  
142500    [1.59e-05, 3.48e-06, 3.64e-06, 3.50e-06, 3.66e-06, 8.21e-07, 8.38e-07, 3.70e-06, 2.10e-06, 2.84e-06, 7.04e-05, 8.02e-05, 1.08e-04, 2.00e-04, 1.34e-06, 1.34e-06, 2.86e-06, 2.74e-06, 4.85e-07, 1.93e-07, 3.26e-06, 1.73e-06]    [1.59e-05, 3.48e-06, 3.64e-06, 3.50e-06, 3.66e-06, 8.21e-07, 8.38e-07, 3.70e-06, 2.10e-06, 2.84e-06, 7.04e-05, 8.02e-05, 1.08e-04, 2.00e-04, 1.34e-06, 1.34e-06, 2.86e-06, 2.74e-06, 4.85e-07, 1.93e-07, 3.26e-06, 1.73e-06]    []  
142600    [1.13e-05, 3.32e-06, 3.51e-06, 3.51e-06, 3.70e-06, 8.24e-07, 8.21e-07, 5.95e-06, 1.52e-06, 6.41e-08, 3.26e-05, 3.53e-05, 2.90e-05, 6.53e-07, 8.99e-08, 9.43e-08, 4.52e-07, 4.02e-07, 0.00e+00, 1.86e-07, 7.45e-06, 1.32e-06]    [1.13e-05, 3.32e-06, 3.51e-06, 3.51e-06, 3.70e-06, 8.24e-07, 8.21e-07, 5.95e-06, 1.52e-06, 6.41e-08, 3.26e-05, 3.53e-05, 2.90e-05, 6.53e-07, 8.99e-08, 9.43e-08, 4.52e-07, 4.02e-07, 0.00e+00, 1.86e-07, 7.45e-06, 1.32e-06]    []  
142700    [1.07e-05, 4.51e-06, 4.39e-06, 9.77e-07, 8.12e-07, 6.59e-07, 3.49e-07, 8.76e-08, 8.71e-08, 3.56e-09, 4.56e-05, 4.36e-04, 4.33e-04, 1.91e-06, 0.00e+00, 0.00e+00, 6.96e-07, 4.88e-07, 0.00e+00, 8.75e-09, 2.44e-07, 3.92e-08]    [1.07e-05, 4.51e-06, 4.39e-06, 9.77e-07, 8.12e-07, 6.59e-07, 3.49e-07, 8.76e-08, 8.71e-08, 3.56e-09, 4.56e-05, 4.36e-04, 4.33e-04, 1.91e-06, 0.00e+00, 0.00e+00, 6.96e-07, 4.88e-07, 0.00e+00, 8.75e-09, 2.44e-07, 3.92e-08]    []  
142800    [1.24e-05, 3.02e-06, 3.11e-06, 6.25e-07, 4.73e-07, 4.86e-07, 2.88e-07, 2.14e-08, 2.36e-06, 2.16e-06, 3.54e-05, 1.36e-04, 1.26e-04, 4.90e-07, 0.00e+00, 0.00e+00, 1.09e-06, 1.06e-06, 5.45e-11, 2.02e-07, 1.10e-06, 8.86e-07]    [1.24e-05, 3.02e-06, 3.11e-06, 6.25e-07, 4.73e-07, 4.86e-07, 2.88e-07, 2.14e-08, 2.36e-06, 2.16e-06, 3.54e-05, 1.36e-04, 1.26e-04, 4.90e-07, 0.00e+00, 0.00e+00, 1.09e-06, 1.06e-06, 5.45e-11, 2.02e-07, 1.10e-06, 8.86e-07]    []  
142900    [1.06e-05, 2.95e-06, 2.93e-06, 1.02e-06, 7.29e-07, 3.01e-07, 1.75e-07, 1.49e-06, 9.96e-07, 4.70e-07, 3.52e-05, 1.18e-04, 1.12e-04, 1.77e-06, 2.93e-07, 2.60e-07, 6.19e-07, 5.89e-07, 0.00e+00, 0.00e+00, 3.09e-06, 1.76e-06]    [1.06e-05, 2.95e-06, 2.93e-06, 1.02e-06, 7.29e-07, 3.01e-07, 1.75e-07, 1.49e-06, 9.96e-07, 4.70e-07, 3.52e-05, 1.18e-04, 1.12e-04, 1.77e-06, 2.93e-07, 2.60e-07, 6.19e-07, 5.89e-07, 0.00e+00, 0.00e+00, 3.09e-06, 1.76e-06]    []  
143000    [1.02e-05, 3.64e-06, 3.37e-06, 1.98e-06, 1.72e-06, 4.36e-07, 2.03e-07, 6.91e-10, 3.54e-09, 1.21e-07, 2.65e-05, 7.22e-05, 4.20e-05, 1.20e-07, 2.38e-07, 2.37e-07, 4.94e-07, 4.89e-07, 7.51e-09, 6.75e-09, 2.28e-07, 1.53e-07]    [1.02e-05, 3.64e-06, 3.37e-06, 1.98e-06, 1.72e-06, 4.36e-07, 2.03e-07, 6.91e-10, 3.54e-09, 1.21e-07, 2.65e-05, 7.22e-05, 4.20e-05, 1.20e-07, 2.38e-07, 2.37e-07, 4.94e-07, 4.89e-07, 7.51e-09, 6.75e-09, 2.28e-07, 1.53e-07]    []  
143100    [9.42e-06, 3.29e-06, 3.02e-06, 2.15e-06, 1.92e-06, 4.85e-07, 2.45e-07, 4.73e-10, 5.07e-10, 1.64e-10, 2.41e-05, 6.80e-05, 3.94e-05, 5.53e-08, 2.11e-07, 2.05e-07, 4.32e-07, 4.32e-07, 8.36e-09, 8.11e-09, 2.13e-07, 1.39e-07]    [9.42e-06, 3.29e-06, 3.02e-06, 2.15e-06, 1.92e-06, 4.85e-07, 2.45e-07, 4.73e-10, 5.07e-10, 1.64e-10, 2.41e-05, 6.80e-05, 3.94e-05, 5.53e-08, 2.11e-07, 2.05e-07, 4.32e-07, 4.32e-07, 8.36e-09, 8.11e-09, 2.13e-07, 1.39e-07]    []  
143200    [8.80e-06, 3.12e-06, 2.87e-06, 2.27e-06, 2.02e-06, 5.57e-07, 3.05e-07, 1.87e-09, 1.06e-09, 5.38e-12, 2.26e-05, 6.58e-05, 3.81e-05, 5.93e-08, 1.81e-07, 1.74e-07, 3.83e-07, 3.82e-07, 8.94e-09, 1.15e-08, 2.41e-07, 1.53e-07]    [8.80e-06, 3.12e-06, 2.87e-06, 2.27e-06, 2.02e-06, 5.57e-07, 3.05e-07, 1.87e-09, 1.06e-09, 5.38e-12, 2.26e-05, 6.58e-05, 3.81e-05, 5.93e-08, 1.81e-07, 1.74e-07, 3.83e-07, 3.82e-07, 8.94e-09, 1.15e-08, 2.41e-07, 1.53e-07]    []  
143300    [3.93e-05, 5.45e-06, 4.85e-06, 7.63e-06, 6.48e-06, 9.62e-07, 5.61e-07, 1.30e-07, 3.75e-09, 2.19e-04, 2.18e-04, 1.48e-03, 1.19e-03, 7.27e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.75e-08, 1.25e-08, 3.10e-07, 2.01e-07]    [3.93e-05, 5.45e-06, 4.85e-06, 7.63e-06, 6.48e-06, 9.62e-07, 5.61e-07, 1.30e-07, 3.75e-09, 2.19e-04, 2.18e-04, 1.48e-03, 1.19e-03, 7.27e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.75e-08, 1.25e-08, 3.10e-07, 2.01e-07]    []  
143400    [8.84e-06, 2.94e-06, 2.74e-06, 2.05e-06, 1.84e-06, 6.93e-07, 4.22e-07, 6.30e-09, 3.09e-09, 4.70e-09, 2.03e-05, 6.40e-05, 3.75e-05, 1.11e-07, 1.25e-07, 1.21e-07, 2.86e-07, 2.87e-07, 9.15e-09, 8.17e-09, 2.88e-07, 1.84e-07]    [8.84e-06, 2.94e-06, 2.74e-06, 2.05e-06, 1.84e-06, 6.93e-07, 4.22e-07, 6.30e-09, 3.09e-09, 4.70e-09, 2.03e-05, 6.40e-05, 3.75e-05, 1.11e-07, 1.25e-07, 1.21e-07, 2.86e-07, 2.87e-07, 9.15e-09, 8.17e-09, 2.88e-07, 1.84e-07]    []  
143500    [7.97e-06, 2.85e-06, 2.65e-06, 2.23e-06, 2.00e-06, 7.29e-07, 4.59e-07, 3.93e-08, 1.60e-08, 3.94e-10, 1.78e-05, 6.16e-05, 3.58e-05, 4.84e-08, 9.97e-08, 9.70e-08, 2.55e-07, 2.51e-07, 5.37e-09, 5.59e-09, 3.58e-07, 2.14e-07]    [7.97e-06, 2.85e-06, 2.65e-06, 2.23e-06, 2.00e-06, 7.29e-07, 4.59e-07, 3.93e-08, 1.60e-08, 3.94e-10, 1.78e-05, 6.16e-05, 3.58e-05, 4.84e-08, 9.97e-08, 9.70e-08, 2.55e-07, 2.51e-07, 5.37e-09, 5.59e-09, 3.58e-07, 2.14e-07]    []  
143600    [7.32e-06, 2.48e-06, 2.66e-06, 2.01e-06, 1.80e-06, 1.06e-06, 4.63e-07, 1.56e-04, 1.03e-08, 6.68e-08, 1.89e-05, 6.24e-05, 3.55e-05, 6.39e-08, 1.89e-07, 2.14e-07, 3.63e-07, 3.54e-07, 0.00e+00, 1.46e-08, 1.65e-04, 4.35e-07]    [7.32e-06, 2.48e-06, 2.66e-06, 2.01e-06, 1.80e-06, 1.06e-06, 4.63e-07, 1.56e-04, 1.03e-08, 6.68e-08, 1.89e-05, 6.24e-05, 3.55e-05, 6.39e-08, 1.89e-07, 2.14e-07, 3.63e-07, 3.54e-07, 0.00e+00, 1.46e-08, 1.65e-04, 4.35e-07]    []  
143700    [7.68e-06, 2.54e-06, 2.26e-06, 1.99e-06, 1.74e-06, 1.00e-06, 1.04e-06, 1.25e-06, 4.75e-05, 1.45e-05, 3.60e-05, 8.61e-05, 4.18e-05, 4.31e-06, 6.29e-07, 6.01e-07, 4.58e-07, 4.38e-07, 2.17e-07, 0.00e+00, 1.34e-06, 5.80e-05]    [7.68e-06, 2.54e-06, 2.26e-06, 1.99e-06, 1.74e-06, 1.00e-06, 1.04e-06, 1.25e-06, 4.75e-05, 1.45e-05, 3.60e-05, 8.61e-05, 4.18e-05, 4.31e-06, 6.29e-07, 6.01e-07, 4.58e-07, 4.38e-07, 2.17e-07, 0.00e+00, 1.34e-06, 5.80e-05]    []  
143800    [7.93e-06, 2.42e-06, 2.17e-06, 1.79e-06, 1.59e-06, 1.13e-06, 1.25e-06, 6.21e-08, 2.21e-09, 3.67e-06, 2.48e-05, 8.81e-05, 7.59e-05, 2.39e-04, 1.11e-06, 1.04e-06, 1.40e-06, 1.39e-06, 2.63e-08, 1.53e-08, 3.84e-07, 5.10e-07]    [7.93e-06, 2.42e-06, 2.17e-06, 1.79e-06, 1.59e-06, 1.13e-06, 1.25e-06, 6.21e-08, 2.21e-09, 3.67e-06, 2.48e-05, 8.81e-05, 7.59e-05, 2.39e-04, 1.11e-06, 1.04e-06, 1.40e-06, 1.39e-06, 2.63e-08, 1.53e-08, 3.84e-07, 5.10e-07]    []  
143900    [5.13e-06, 2.35e-06, 2.01e-06, 2.01e-06, 1.79e-06, 1.10e-06, 1.16e-06, 2.45e-08, 1.89e-08, 1.82e-09, 1.07e-05, 5.70e-05, 3.24e-05, 6.23e-08, 1.03e-08, 9.43e-09, 9.09e-08, 8.58e-08, 1.39e-08, 1.23e-08, 2.75e-07, 2.92e-07]    [5.13e-06, 2.35e-06, 2.01e-06, 2.01e-06, 1.79e-06, 1.10e-06, 1.16e-06, 2.45e-08, 1.89e-08, 1.82e-09, 1.07e-05, 5.70e-05, 3.24e-05, 6.23e-08, 1.03e-08, 9.43e-09, 9.09e-08, 8.58e-08, 1.39e-08, 1.23e-08, 2.75e-07, 2.92e-07]    []  
144000    [4.38e-06, 2.32e-06, 2.00e-06, 2.06e-06, 1.84e-06, 1.10e-06, 1.13e-06, 2.38e-08, 2.75e-08, 1.91e-10, 9.75e-06, 5.61e-05, 3.14e-05, 5.28e-08, 6.56e-09, 5.55e-09, 5.72e-08, 5.46e-08, 7.39e-09, 7.12e-09, 2.44e-07, 2.53e-07]    [4.38e-06, 2.32e-06, 2.00e-06, 2.06e-06, 1.84e-06, 1.10e-06, 1.13e-06, 2.38e-08, 2.75e-08, 1.91e-10, 9.75e-06, 5.61e-05, 3.14e-05, 5.28e-08, 6.56e-09, 5.55e-09, 5.72e-08, 5.46e-08, 7.39e-09, 7.12e-09, 2.44e-07, 2.53e-07]    []  

Best model at step 123065:
  train loss: 1.11e-05
  test loss: 1.11e-05
  test metric: []

'train' took 46.193245 s

Best train step: 123065
lambda_a: 7.020890697676293
lambda_b: 6.151070865302765
kappa_a: 1.6561445527641405
kappa_b: 1.492842383565811
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
144000    [4.38e-06, 2.32e-06, 2.00e-06, 2.06e-06, 1.84e-06, 1.10e-06, 1.13e-06, 2.38e-08, 2.75e-08, 1.91e-10, 9.75e-06, 5.61e-05, 3.14e-05, 5.28e-08, 6.56e-09, 5.55e-09, 5.72e-08, 5.46e-08, 7.39e-09, 7.12e-09, 2.44e-07, 2.53e-07]    [4.38e-06, 2.32e-06, 2.00e-06, 2.06e-06, 1.84e-06, 1.10e-06, 1.13e-06, 2.38e-08, 2.75e-08, 1.91e-10, 9.75e-06, 5.61e-05, 3.14e-05, 5.28e-08, 6.56e-09, 5.55e-09, 5.72e-08, 5.46e-08, 7.39e-09, 7.12e-09, 2.44e-07, 2.53e-07]    []  
144100    [5.17e-06, 2.22e-06, 1.96e-06, 1.81e-06, 1.60e-06, 1.22e-06, 1.23e-06, 9.92e-09, 1.22e-08, 9.90e-07, 1.08e-05, 6.15e-05, 3.71e-05, 2.09e-05, 0.00e+00, 0.00e+00, 4.90e-09, 3.79e-09, 2.02e-09, 1.93e-09, 1.05e-07, 8.49e-08]    [5.17e-06, 2.22e-06, 1.96e-06, 1.81e-06, 1.60e-06, 1.22e-06, 1.23e-06, 9.92e-09, 1.22e-08, 9.90e-07, 1.08e-05, 6.15e-05, 3.71e-05, 2.09e-05, 0.00e+00, 0.00e+00, 4.90e-09, 3.79e-09, 2.02e-09, 1.93e-09, 1.05e-07, 8.49e-08]    []  
144200    [4.41e-06, 2.25e-06, 2.00e-06, 1.96e-06, 1.76e-06, 1.17e-06, 1.15e-06, 7.43e-09, 8.27e-09, 1.73e-10, 9.23e-06, 5.56e-05, 3.15e-05, 4.26e-08, 7.57e-09, 7.30e-09, 5.65e-08, 5.54e-08, 1.40e-09, 1.26e-09, 1.00e-07, 8.57e-08]    [4.41e-06, 2.25e-06, 2.00e-06, 1.96e-06, 1.76e-06, 1.17e-06, 1.15e-06, 7.43e-09, 8.27e-09, 1.73e-10, 9.23e-06, 5.56e-05, 3.15e-05, 4.26e-08, 7.57e-09, 7.30e-09, 5.65e-08, 5.54e-08, 1.40e-09, 1.26e-09, 1.00e-07, 8.57e-08]    []  
144300    [4.01e-06, 2.25e-06, 2.02e-06, 2.01e-06, 1.82e-06, 1.18e-06, 1.14e-06, 4.51e-09, 3.19e-09, 5.18e-13, 8.90e-06, 5.48e-05, 3.07e-05, 4.51e-08, 1.34e-08, 1.28e-08, 5.52e-08, 5.52e-08, 6.93e-10, 4.84e-10, 1.16e-07, 1.08e-07]    [4.01e-06, 2.25e-06, 2.02e-06, 2.01e-06, 1.82e-06, 1.18e-06, 1.14e-06, 4.51e-09, 3.19e-09, 5.18e-13, 8.90e-06, 5.48e-05, 3.07e-05, 4.51e-08, 1.34e-08, 1.28e-08, 5.52e-08, 5.52e-08, 6.93e-10, 4.84e-10, 1.16e-07, 1.08e-07]    []  
144400    [3.83e-06, 2.25e-06, 2.03e-06, 2.01e-06, 1.83e-06, 1.21e-06, 1.15e-06, 8.04e-10, 4.92e-09, 1.04e-10, 8.77e-06, 5.43e-05, 3.02e-05, 4.51e-08, 1.57e-08, 1.51e-08, 5.12e-08, 5.23e-08, 3.56e-10, 5.70e-10, 1.44e-07, 1.30e-07]    [3.83e-06, 2.25e-06, 2.03e-06, 2.01e-06, 1.83e-06, 1.21e-06, 1.15e-06, 8.04e-10, 4.92e-09, 1.04e-10, 8.77e-06, 5.43e-05, 3.02e-05, 4.51e-08, 1.57e-08, 1.51e-08, 5.12e-08, 5.23e-08, 3.56e-10, 5.70e-10, 1.44e-07, 1.30e-07]    []  
144500    [5.51e-06, 2.21e-06, 2.01e-06, 1.74e-06, 1.56e-06, 1.38e-06, 1.31e-06, 7.63e-09, 2.70e-09, 6.42e-08, 1.07e-05, 5.54e-05, 3.34e-05, 1.07e-06, 0.00e+00, 0.00e+00, 6.39e-08, 5.80e-08, 1.10e-09, 5.81e-10, 6.27e-08, 4.93e-08]    [5.51e-06, 2.21e-06, 2.01e-06, 1.74e-06, 1.56e-06, 1.38e-06, 1.31e-06, 7.63e-09, 2.70e-09, 6.42e-08, 1.07e-05, 5.54e-05, 3.34e-05, 1.07e-06, 0.00e+00, 0.00e+00, 6.39e-08, 5.80e-08, 1.10e-09, 5.81e-10, 6.27e-08, 4.93e-08]    []  
144600    [4.18e-06, 2.19e-06, 2.01e-06, 1.96e-06, 1.79e-06, 1.31e-06, 1.22e-06, 1.92e-09, 1.37e-09, 2.19e-10, 8.68e-06, 5.39e-05, 3.09e-05, 3.19e-08, 8.13e-09, 8.67e-09, 6.18e-08, 6.04e-08, 4.29e-10, 3.01e-10, 4.63e-08, 3.14e-08]    [4.18e-06, 2.19e-06, 2.01e-06, 1.96e-06, 1.79e-06, 1.31e-06, 1.22e-06, 1.92e-09, 1.37e-09, 2.19e-10, 8.68e-06, 5.39e-05, 3.09e-05, 3.19e-08, 8.13e-09, 8.67e-09, 6.18e-08, 6.04e-08, 4.29e-10, 3.01e-10, 4.63e-08, 3.14e-08]    []  
144700    [3.82e-06, 2.20e-06, 2.02e-06, 2.01e-06, 1.84e-06, 1.32e-06, 1.23e-06, 1.42e-09, 1.69e-09, 8.60e-14, 8.42e-06, 5.33e-05, 3.02e-05, 3.52e-08, 1.45e-08, 1.48e-08, 6.73e-08, 6.62e-08, 4.36e-10, 3.70e-10, 5.61e-08, 3.89e-08]    [3.82e-06, 2.20e-06, 2.02e-06, 2.01e-06, 1.84e-06, 1.32e-06, 1.23e-06, 1.42e-09, 1.69e-09, 8.60e-14, 8.42e-06, 5.33e-05, 3.02e-05, 3.52e-08, 1.45e-08, 1.48e-08, 6.73e-08, 6.62e-08, 4.36e-10, 3.70e-10, 5.61e-08, 3.89e-08]    []  
144800    [3.67e-06, 2.19e-06, 2.02e-06, 2.00e-06, 1.85e-06, 1.36e-06, 1.25e-06, 1.64e-09, 1.90e-09, 3.10e-11, 8.34e-06, 5.29e-05, 2.98e-05, 3.69e-08, 1.74e-08, 1.75e-08, 6.76e-08, 6.71e-08, 5.08e-10, 4.33e-10, 5.99e-08, 4.30e-08]    [3.67e-06, 2.19e-06, 2.02e-06, 2.00e-06, 1.85e-06, 1.36e-06, 1.25e-06, 1.64e-09, 1.90e-09, 3.10e-11, 8.34e-06, 5.29e-05, 2.98e-05, 3.69e-08, 1.74e-08, 1.75e-08, 6.76e-08, 6.71e-08, 5.08e-10, 4.33e-10, 5.99e-08, 4.30e-08]    []  
144900    [6.62e-06, 2.49e-06, 2.31e-06, 2.04e-06, 1.73e-06, 1.29e-06, 1.20e-06, 4.84e-08, 8.50e-09, 7.76e-10, 1.67e-05, 6.43e-05, 4.21e-05, 3.35e-05, 2.51e-07, 2.99e-07, 2.46e-07, 2.23e-07, 3.77e-09, 1.09e-09, 7.19e-08, 5.48e-08]    [6.62e-06, 2.49e-06, 2.31e-06, 2.04e-06, 1.73e-06, 1.29e-06, 1.20e-06, 4.84e-08, 8.50e-09, 7.76e-10, 1.67e-05, 6.43e-05, 4.21e-05, 3.35e-05, 2.51e-07, 2.99e-07, 2.46e-07, 2.23e-07, 3.77e-09, 1.09e-09, 7.19e-08, 5.48e-08]    []  
145000    [5.93e-06, 3.34e-06, 3.10e-06, 2.99e-06, 2.45e-06, 7.29e-07, 6.54e-07, 2.07e-10, 2.95e-11, 1.85e-12, 1.32e-05, 1.11e-05, 1.99e-05, 5.92e-08, 1.02e-08, 1.35e-08, 6.05e-08, 5.55e-08, 3.15e-10, 1.71e-10, 1.09e-08, 3.23e-09]    [5.93e-06, 3.34e-06, 3.10e-06, 2.99e-06, 2.45e-06, 7.29e-07, 6.54e-07, 2.07e-10, 2.95e-11, 1.85e-12, 1.32e-05, 1.11e-05, 1.99e-05, 5.92e-08, 1.02e-08, 1.35e-08, 6.05e-08, 5.55e-08, 3.15e-10, 1.71e-10, 1.09e-08, 3.23e-09]    []  
145100    [4.40e-06, 3.26e-06, 2.96e-06, 3.00e-06, 2.65e-06, 6.10e-07, 5.24e-07, 5.85e-10, 1.40e-11, 2.47e-10, 3.19e-06, 7.17e-06, 1.09e-05, 3.52e-08, 7.58e-09, 8.49e-09, 8.54e-08, 8.03e-08, 3.56e-10, 1.90e-10, 1.51e-08, 4.04e-09]    [4.40e-06, 3.26e-06, 2.96e-06, 3.00e-06, 2.65e-06, 6.10e-07, 5.24e-07, 5.85e-10, 1.40e-11, 2.47e-10, 3.19e-06, 7.17e-06, 1.09e-05, 3.52e-08, 7.58e-09, 8.49e-09, 8.54e-08, 8.03e-08, 3.56e-10, 1.90e-10, 1.51e-08, 4.04e-09]    []  
145200    [4.13e-06, 3.21e-06, 2.91e-06, 2.91e-06, 2.63e-06, 6.39e-07, 5.58e-07, 5.91e-10, 3.70e-10, 6.52e-11, 2.53e-06, 6.11e-06, 8.97e-06, 3.44e-08, 1.52e-08, 1.57e-08, 1.08e-07, 1.02e-07, 4.12e-10, 3.14e-10, 1.65e-08, 4.02e-09]    [4.13e-06, 3.21e-06, 2.91e-06, 2.91e-06, 2.63e-06, 6.39e-07, 5.58e-07, 5.91e-10, 3.70e-10, 6.52e-11, 2.53e-06, 6.11e-06, 8.97e-06, 3.44e-08, 1.52e-08, 1.57e-08, 1.08e-07, 1.02e-07, 4.12e-10, 3.14e-10, 1.65e-08, 4.02e-09]    []  
145300    [7.56e-06, 3.31e-06, 2.99e-06, 2.08e-06, 1.95e-06, 6.73e-07, 6.09e-07, 3.87e-06, 4.67e-06, 6.30e-06, 5.43e-05, 7.69e-05, 9.35e-05, 3.87e-05, 2.63e-07, 5.05e-07, 9.51e-08, 9.12e-08, 0.00e+00, 0.00e+00, 4.00e-06, 4.66e-06]    [7.56e-06, 3.31e-06, 2.99e-06, 2.08e-06, 1.95e-06, 6.73e-07, 6.09e-07, 3.87e-06, 4.67e-06, 6.30e-06, 5.43e-05, 7.69e-05, 9.35e-05, 3.87e-05, 2.63e-07, 5.05e-07, 9.51e-08, 9.12e-08, 0.00e+00, 0.00e+00, 4.00e-06, 4.66e-06]    []  
145400    [4.42e-06, 3.13e-06, 2.84e-06, 2.78e-06, 2.56e-06, 6.77e-07, 5.89e-07, 1.26e-08, 4.73e-11, 1.25e-10, 2.93e-06, 5.89e-06, 9.09e-06, 4.27e-08, 8.86e-09, 9.40e-09, 1.07e-07, 1.02e-07, 1.28e-09, 1.51e-10, 1.21e-08, 5.77e-09]    [4.42e-06, 3.13e-06, 2.84e-06, 2.78e-06, 2.56e-06, 6.77e-07, 5.89e-07, 1.26e-08, 4.73e-11, 1.25e-10, 2.93e-06, 5.89e-06, 9.09e-06, 4.27e-08, 8.86e-09, 9.40e-09, 1.07e-07, 1.02e-07, 1.28e-09, 1.51e-10, 1.21e-08, 5.77e-09]    []  
145500    [3.93e-06, 3.13e-06, 2.84e-06, 2.82e-06, 2.63e-06, 7.08e-07, 6.18e-07, 1.73e-09, 2.25e-10, 2.67e-10, 2.50e-06, 5.41e-06, 8.02e-06, 4.04e-08, 1.77e-08, 1.79e-08, 1.24e-07, 1.18e-07, 1.30e-10, 3.00e-10, 3.07e-08, 4.94e-09]    [3.93e-06, 3.13e-06, 2.84e-06, 2.82e-06, 2.63e-06, 7.08e-07, 6.18e-07, 1.73e-09, 2.25e-10, 2.67e-10, 2.50e-06, 5.41e-06, 8.02e-06, 4.04e-08, 1.77e-08, 1.79e-08, 1.24e-07, 1.18e-07, 1.30e-10, 3.00e-10, 3.07e-08, 4.94e-09]    []  
145600    [3.80e-06, 3.11e-06, 2.83e-06, 2.79e-06, 2.63e-06, 7.56e-07, 6.61e-07, 1.10e-09, 4.87e-10, 1.54e-10, 2.38e-06, 5.05e-06, 7.40e-06, 3.24e-08, 2.30e-08, 2.30e-08, 1.39e-07, 1.32e-07, 5.49e-10, 3.68e-10, 2.00e-08, 5.20e-09]    [3.80e-06, 3.11e-06, 2.83e-06, 2.79e-06, 2.63e-06, 7.56e-07, 6.61e-07, 1.10e-09, 4.87e-10, 1.54e-10, 2.38e-06, 5.05e-06, 7.40e-06, 3.24e-08, 2.30e-08, 2.30e-08, 1.39e-07, 1.32e-07, 5.49e-10, 3.68e-10, 2.00e-08, 5.20e-09]    []  
145700    [4.77e-06, 2.99e-06, 2.70e-06, 2.63e-06, 2.48e-06, 7.86e-07, 6.81e-07, 8.66e-09, 1.19e-09, 1.71e-08, 4.18e-06, 5.56e-06, 8.81e-06, 8.38e-07, 0.00e+00, 0.00e+00, 5.35e-08, 5.18e-08, 1.59e-09, 6.93e-10, 1.99e-08, 8.67e-09]    [4.77e-06, 2.99e-06, 2.70e-06, 2.63e-06, 2.48e-06, 7.86e-07, 6.81e-07, 8.66e-09, 1.19e-09, 1.71e-08, 4.18e-06, 5.56e-06, 8.81e-06, 8.38e-07, 0.00e+00, 0.00e+00, 5.35e-08, 5.18e-08, 1.59e-09, 6.93e-10, 1.99e-08, 8.67e-09]    []  
145800    [3.75e-06, 3.04e-06, 2.76e-06, 2.77e-06, 2.63e-06, 7.81e-07, 6.73e-07, 9.04e-10, 3.00e-10, 9.73e-12, 2.60e-06, 4.84e-06, 7.42e-06, 4.49e-08, 1.62e-08, 1.65e-08, 1.31e-07, 1.24e-07, 4.96e-10, 3.11e-10, 2.34e-08, 6.74e-09]    [3.75e-06, 3.04e-06, 2.76e-06, 2.77e-06, 2.63e-06, 7.81e-07, 6.73e-07, 9.04e-10, 3.00e-10, 9.73e-12, 2.60e-06, 4.84e-06, 7.42e-06, 4.49e-08, 1.62e-08, 1.65e-08, 1.31e-07, 1.24e-07, 4.96e-10, 3.11e-10, 2.34e-08, 6.74e-09]    []  
145900    [3.71e-06, 3.03e-06, 2.76e-06, 2.73e-06, 2.62e-06, 8.26e-07, 7.13e-07, 1.10e-08, 4.81e-10, 5.67e-08, 2.64e-06, 5.00e-06, 7.67e-06, 2.32e-06, 5.17e-08, 5.24e-08, 2.27e-07, 2.22e-07, 1.55e-09, 4.16e-10, 1.82e-08, 5.92e-09]    [3.71e-06, 3.03e-06, 2.76e-06, 2.73e-06, 2.62e-06, 8.26e-07, 7.13e-07, 1.10e-08, 4.81e-10, 5.67e-08, 2.64e-06, 5.00e-06, 7.67e-06, 2.32e-06, 5.17e-08, 5.24e-08, 2.27e-07, 2.22e-07, 1.55e-09, 4.16e-10, 1.82e-08, 5.92e-09]    []  
146000    [6.56e-06, 3.11e-06, 2.82e-06, 2.83e-06, 2.66e-06, 8.55e-07, 6.22e-07, 2.65e-06, 2.70e-08, 8.83e-08, 1.42e-05, 7.66e-06, 1.29e-05, 2.02e-06, 3.43e-08, 3.22e-08, 2.47e-07, 2.45e-07, 3.06e-07, 9.30e-09, 1.40e-06, 5.75e-07]    [6.56e-06, 3.11e-06, 2.82e-06, 2.83e-06, 2.66e-06, 8.55e-07, 6.22e-07, 2.65e-06, 2.70e-08, 8.83e-08, 1.42e-05, 7.66e-06, 1.29e-05, 2.02e-06, 3.43e-08, 3.22e-08, 2.47e-07, 2.45e-07, 3.06e-07, 9.30e-09, 1.40e-06, 5.75e-07]    []  

Best model at step 123065:
  train loss: 1.11e-05
  test loss: 1.11e-05
  test metric: []

'train' took 45.345727 s

Best train step: 123065
lambda_a: 7.020890697676293
lambda_b: 6.151070865302765
kappa_a: 1.6561445527641405
kappa_b: 1.492842383565811
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
146000    [6.56e-06, 3.11e-06, 2.82e-06, 2.83e-06, 2.66e-06, 8.55e-07, 6.22e-07, 2.65e-06, 2.70e-08, 8.83e-08, 1.42e-05, 7.66e-06, 1.29e-05, 2.02e-06, 3.43e-08, 3.22e-08, 2.47e-07, 2.45e-07, 3.06e-07, 9.30e-09, 1.40e-06, 5.75e-07]    [6.56e-06, 3.11e-06, 2.82e-06, 2.83e-06, 2.66e-06, 8.55e-07, 6.22e-07, 2.65e-06, 2.70e-08, 8.83e-08, 1.42e-05, 7.66e-06, 1.29e-05, 2.02e-06, 3.43e-08, 3.22e-08, 2.47e-07, 2.45e-07, 3.06e-07, 9.30e-09, 1.40e-06, 5.75e-07]    []  
146100    [4.15e-06, 2.97e-06, 2.73e-06, 2.86e-06, 2.71e-06, 7.53e-07, 5.63e-07, 3.48e-09, 3.13e-09, 7.12e-10, 4.57e-06, 4.27e-06, 7.62e-06, 3.71e-08, 2.41e-09, 3.74e-09, 1.00e-07, 9.87e-08, 9.14e-10, 6.37e-10, 6.50e-08, 3.77e-08]    [4.15e-06, 2.97e-06, 2.73e-06, 2.86e-06, 2.71e-06, 7.53e-07, 5.63e-07, 3.48e-09, 3.13e-09, 7.12e-10, 4.57e-06, 4.27e-06, 7.62e-06, 3.71e-08, 2.41e-09, 3.74e-09, 1.00e-07, 9.87e-08, 9.14e-10, 6.37e-10, 6.50e-08, 3.77e-08]    []  
146200    [3.77e-06, 2.99e-06, 2.75e-06, 2.77e-06, 2.67e-06, 7.59e-07, 5.82e-07, 1.85e-09, 1.12e-08, 1.44e-12, 3.14e-06, 4.15e-06, 6.95e-06, 3.54e-08, 1.75e-08, 1.90e-08, 1.50e-07, 1.46e-07, 4.54e-10, 3.25e-12, 6.29e-08, 8.45e-08]    [3.77e-06, 2.99e-06, 2.75e-06, 2.77e-06, 2.67e-06, 7.59e-07, 5.82e-07, 1.85e-09, 1.12e-08, 1.44e-12, 3.14e-06, 4.15e-06, 6.95e-06, 3.54e-08, 1.75e-08, 1.90e-08, 1.50e-07, 1.46e-07, 4.54e-10, 3.25e-12, 6.29e-08, 8.45e-08]    []  
146300    [6.75e-06, 3.23e-06, 2.97e-06, 2.53e-06, 2.45e-06, 7.62e-07, 5.92e-07, 3.36e-08, 2.49e-09, 1.61e-07, 1.63e-05, 2.37e-05, 1.40e-05, 3.86e-05, 0.00e+00, 0.00e+00, 3.16e-09, 1.95e-09, 0.00e+00, 7.22e-11, 4.07e-07, 1.14e-07]    [6.75e-06, 3.23e-06, 2.97e-06, 2.53e-06, 2.45e-06, 7.62e-07, 5.92e-07, 3.36e-08, 2.49e-09, 1.61e-07, 1.63e-05, 2.37e-05, 1.40e-05, 3.86e-05, 0.00e+00, 0.00e+00, 3.16e-09, 1.95e-09, 0.00e+00, 7.22e-11, 4.07e-07, 1.14e-07]    []  
146400    [3.87e-06, 2.97e-06, 2.70e-06, 2.73e-06, 2.63e-06, 7.26e-07, 5.50e-07, 2.20e-08, 1.17e-10, 1.34e-09, 3.28e-06, 4.47e-06, 7.27e-06, 5.01e-08, 1.47e-08, 1.60e-08, 1.57e-07, 1.53e-07, 1.86e-09, 1.65e-10, 5.83e-08, 3.99e-08]    [3.87e-06, 2.97e-06, 2.70e-06, 2.73e-06, 2.63e-06, 7.26e-07, 5.50e-07, 2.20e-08, 1.17e-10, 1.34e-09, 3.28e-06, 4.47e-06, 7.27e-06, 5.01e-08, 1.47e-08, 1.60e-08, 1.57e-07, 1.53e-07, 1.86e-09, 1.65e-10, 5.83e-08, 3.99e-08]    []  
146500    [3.61e-06, 2.98e-06, 2.70e-06, 2.73e-06, 2.65e-06, 7.59e-07, 5.87e-07, 7.62e-09, 3.21e-08, 2.52e-10, 2.84e-06, 4.17e-06, 6.67e-06, 4.28e-08, 2.36e-08, 2.44e-08, 1.75e-07, 1.69e-07, 9.90e-10, 2.47e-09, 6.58e-08, 3.21e-08]    [3.61e-06, 2.98e-06, 2.70e-06, 2.73e-06, 2.65e-06, 7.59e-07, 5.87e-07, 7.62e-09, 3.21e-08, 2.52e-10, 2.84e-06, 4.17e-06, 6.67e-06, 4.28e-08, 2.36e-08, 2.44e-08, 1.75e-07, 1.69e-07, 9.90e-10, 2.47e-09, 6.58e-08, 3.21e-08]    []  
146600    [3.50e-06, 2.97e-06, 2.68e-06, 2.71e-06, 2.64e-06, 8.00e-07, 6.29e-07, 3.03e-09, 3.60e-08, 3.82e-10, 2.72e-06, 3.92e-06, 6.29e-06, 3.78e-08, 2.51e-08, 2.56e-08, 1.74e-07, 1.68e-07, 5.67e-10, 0.00e+00, 6.75e-08, 1.42e-07]    [3.50e-06, 2.97e-06, 2.68e-06, 2.71e-06, 2.64e-06, 8.00e-07, 6.29e-07, 3.03e-09, 3.60e-08, 3.82e-10, 2.72e-06, 3.92e-06, 6.29e-06, 3.78e-08, 2.51e-08, 2.56e-08, 1.74e-07, 1.68e-07, 5.67e-10, 0.00e+00, 6.75e-08, 1.42e-07]    []  
146700    [5.66e-06, 2.93e-06, 2.64e-06, 2.41e-06, 2.35e-06, 8.36e-07, 6.58e-07, 2.97e-06, 2.04e-09, 2.39e-06, 1.09e-05, 8.49e-06, 2.25e-05, 1.46e-05, 0.00e+00, 0.00e+00, 2.71e-07, 2.73e-07, 0.00e+00, 8.83e-12, 4.65e-06, 1.66e-07]    [5.66e-06, 2.93e-06, 2.64e-06, 2.41e-06, 2.35e-06, 8.36e-07, 6.58e-07, 2.97e-06, 2.04e-09, 2.39e-06, 1.09e-05, 8.49e-06, 2.25e-05, 1.46e-05, 0.00e+00, 0.00e+00, 2.71e-07, 2.73e-07, 0.00e+00, 8.83e-12, 4.65e-06, 1.66e-07]    []  
146800    [3.56e-06, 2.92e-06, 2.65e-06, 2.73e-06, 2.65e-06, 7.75e-07, 5.87e-07, 2.87e-07, 6.39e-06, 6.37e-09, 3.42e-06, 4.18e-06, 6.94e-06, 6.31e-07, 3.15e-08, 3.30e-08, 2.24e-07, 2.19e-07, 2.20e-08, 8.89e-07, 9.83e-08, 5.36e-06]    [3.56e-06, 2.92e-06, 2.65e-06, 2.73e-06, 2.65e-06, 7.75e-07, 5.87e-07, 2.87e-07, 6.39e-06, 6.37e-09, 3.42e-06, 4.18e-06, 6.94e-06, 6.31e-07, 3.15e-08, 3.30e-08, 2.24e-07, 2.19e-07, 2.20e-08, 8.89e-07, 9.83e-08, 5.36e-06]    []  
146900    [3.38e-06, 2.91e-06, 2.61e-06, 2.68e-06, 2.62e-06, 8.15e-07, 6.19e-07, 7.59e-08, 1.38e-07, 1.70e-08, 2.84e-06, 3.63e-06, 6.13e-06, 3.70e-08, 2.76e-08, 2.86e-08, 1.82e-07, 1.76e-07, 6.25e-09, 0.00e+00, 6.58e-08, 3.44e-07]    [3.38e-06, 2.91e-06, 2.61e-06, 2.68e-06, 2.62e-06, 8.15e-07, 6.19e-07, 7.59e-08, 1.38e-07, 1.70e-08, 2.84e-06, 3.63e-06, 6.13e-06, 3.70e-08, 2.76e-08, 2.86e-08, 1.82e-07, 1.76e-07, 6.25e-09, 0.00e+00, 6.58e-08, 3.44e-07]    []  
147000    [5.04e-06, 2.82e-06, 2.55e-06, 2.54e-06, 2.50e-06, 8.16e-07, 5.75e-07, 9.35e-07, 5.14e-07, 1.89e-07, 6.38e-06, 7.84e-06, 1.20e-05, 1.83e-05, 7.37e-08, 8.09e-08, 5.11e-07, 5.02e-07, 9.59e-08, 4.87e-08, 5.81e-07, 2.70e-07]    [5.04e-06, 2.82e-06, 2.55e-06, 2.54e-06, 2.50e-06, 8.16e-07, 5.75e-07, 9.35e-07, 5.14e-07, 1.89e-07, 6.38e-06, 7.84e-06, 1.20e-05, 1.83e-05, 7.37e-08, 8.09e-08, 5.11e-07, 5.02e-07, 9.59e-08, 4.87e-08, 5.81e-07, 2.70e-07]    []  
147100    [3.27e-06, 2.86e-06, 2.58e-06, 2.68e-06, 2.62e-06, 8.03e-07, 5.69e-07, 2.43e-10, 3.34e-07, 4.62e-09, 3.02e-06, 3.51e-06, 5.82e-06, 1.29e-07, 2.07e-08, 2.18e-08, 1.74e-07, 1.68e-07, 2.43e-10, 2.37e-08, 1.03e-07, 1.07e-07]    [3.27e-06, 2.86e-06, 2.58e-06, 2.68e-06, 2.62e-06, 8.03e-07, 5.69e-07, 2.43e-10, 3.34e-07, 4.62e-09, 3.02e-06, 3.51e-06, 5.82e-06, 1.29e-07, 2.07e-08, 2.18e-08, 1.74e-07, 1.68e-07, 2.43e-10, 2.37e-08, 1.03e-07, 1.07e-07]    []  
147200    [5.28e-06, 2.68e-06, 2.40e-06, 2.47e-06, 2.44e-06, 8.04e-07, 5.73e-07, 7.78e-07, 6.39e-06, 2.29e-06, 1.77e-05, 2.49e-05, 5.58e-05, 1.15e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.82e-08, 7.82e-07, 2.32e-07, 4.74e-06]    [5.28e-06, 2.68e-06, 2.40e-06, 2.47e-06, 2.44e-06, 8.04e-07, 5.73e-07, 7.78e-07, 6.39e-06, 2.29e-06, 1.77e-05, 2.49e-05, 5.58e-05, 1.15e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.82e-08, 7.82e-07, 2.32e-07, 4.74e-06]    []  
147300    [3.27e-06, 2.68e-06, 2.42e-06, 2.47e-06, 2.42e-06, 7.53e-07, 5.22e-07, 1.65e-04, 1.57e-04, 2.36e-06, 1.42e-05, 5.46e-06, 1.38e-05, 1.64e-07, 1.18e-09, 1.78e-09, 8.14e-08, 7.94e-08, 0.00e+00, 0.00e+00, 1.76e-04, 1.67e-04]    [3.27e-06, 2.68e-06, 2.42e-06, 2.47e-06, 2.42e-06, 7.53e-07, 5.22e-07, 1.65e-04, 1.57e-04, 2.36e-06, 1.42e-05, 5.46e-06, 1.38e-05, 1.64e-07, 1.18e-09, 1.78e-09, 8.14e-08, 7.94e-08, 0.00e+00, 0.00e+00, 1.76e-04, 1.67e-04]    []  
147400    [3.22e-06, 2.84e-06, 2.53e-06, 2.66e-06, 2.61e-06, 7.73e-07, 5.43e-07, 4.19e-06, 1.33e-07, 7.30e-08, 3.72e-06, 3.14e-06, 5.23e-06, 1.35e-07, 2.34e-08, 2.45e-08, 1.99e-07, 1.93e-07, 4.48e-07, 0.00e+00, 2.85e-06, 4.89e-07]    [3.22e-06, 2.84e-06, 2.53e-06, 2.66e-06, 2.61e-06, 7.73e-07, 5.43e-07, 4.19e-06, 1.33e-07, 7.30e-08, 3.72e-06, 3.14e-06, 5.23e-06, 1.35e-07, 2.34e-08, 2.45e-08, 1.99e-07, 1.93e-07, 4.48e-07, 0.00e+00, 2.85e-06, 4.89e-07]    []  
147500    [4.22e-06, 2.82e-06, 2.52e-06, 2.54e-06, 2.51e-06, 7.19e-07, 5.01e-07, 2.65e-06, 6.96e-07, 2.38e-07, 6.76e-06, 4.44e-06, 9.25e-06, 5.75e-06, 7.98e-09, 1.15e-08, 3.50e-07, 3.47e-07, 2.61e-07, 5.63e-08, 1.63e-06, 2.65e-07]    [4.22e-06, 2.82e-06, 2.52e-06, 2.54e-06, 2.51e-06, 7.19e-07, 5.01e-07, 2.65e-06, 6.96e-07, 2.38e-07, 6.76e-06, 4.44e-06, 9.25e-06, 5.75e-06, 7.98e-09, 1.15e-08, 3.50e-07, 3.47e-07, 2.61e-07, 5.63e-08, 1.63e-06, 2.65e-07]    []  
147600    [3.38e-06, 2.79e-06, 2.50e-06, 2.62e-06, 2.57e-06, 7.02e-07, 4.71e-07, 5.63e-08, 5.17e-08, 2.74e-08, 3.79e-06, 2.86e-06, 4.51e-06, 1.70e-07, 2.84e-08, 3.07e-08, 1.95e-07, 1.90e-07, 4.29e-09, 3.62e-09, 1.75e-07, 1.49e-07]    [3.38e-06, 2.79e-06, 2.50e-06, 2.62e-06, 2.57e-06, 7.02e-07, 4.71e-07, 5.63e-08, 5.17e-08, 2.74e-08, 3.79e-06, 2.86e-06, 4.51e-06, 1.70e-07, 2.84e-08, 3.07e-08, 1.95e-07, 1.90e-07, 4.29e-09, 3.62e-09, 1.75e-07, 1.49e-07]    []  
147700    [3.21e-06, 2.70e-06, 2.45e-06, 2.52e-06, 2.49e-06, 7.48e-07, 5.12e-07, 1.02e-05, 8.01e-08, 3.49e-07, 4.15e-06, 2.65e-06, 4.41e-06, 6.75e-07, 3.91e-08, 4.18e-08, 2.06e-07, 1.99e-07, 0.00e+00, 0.00e+00, 1.33e-05, 4.88e-07]    [3.21e-06, 2.70e-06, 2.45e-06, 2.52e-06, 2.49e-06, 7.48e-07, 5.12e-07, 1.02e-05, 8.01e-08, 3.49e-07, 4.15e-06, 2.65e-06, 4.41e-06, 6.75e-07, 3.91e-08, 4.18e-08, 2.06e-07, 1.99e-07, 0.00e+00, 0.00e+00, 1.33e-05, 4.88e-07]    []  
147800    [3.39e-06, 2.75e-06, 2.40e-06, 2.52e-06, 2.50e-06, 6.61e-07, 4.77e-07, 2.15e-07, 3.77e-06, 2.08e-09, 4.41e-06, 3.14e-06, 3.81e-06, 2.40e-07, 4.90e-09, 6.03e-09, 1.31e-07, 1.23e-07, 1.73e-08, 0.00e+00, 2.00e-07, 5.38e-06]    [3.39e-06, 2.75e-06, 2.40e-06, 2.52e-06, 2.50e-06, 6.61e-07, 4.77e-07, 2.15e-07, 3.77e-06, 2.08e-09, 4.41e-06, 3.14e-06, 3.81e-06, 2.40e-07, 4.90e-09, 6.03e-09, 1.31e-07, 1.23e-07, 1.73e-08, 0.00e+00, 2.00e-07, 5.38e-06]    []  
147900    [1.07e-05, 3.69e-06, 3.07e-06, 3.56e-06, 3.37e-06, 1.11e-06, 8.57e-07, 6.17e-08, 1.75e-05, 4.29e-05, 8.75e-05, 3.28e-04, 5.00e-04, 1.81e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.84e-09, 0.00e+00, 3.71e-07, 2.28e-05]    [1.07e-05, 3.69e-06, 3.07e-06, 3.56e-06, 3.37e-06, 1.11e-06, 8.57e-07, 6.17e-08, 1.75e-05, 4.29e-05, 8.75e-05, 3.28e-04, 5.00e-04, 1.81e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.84e-09, 0.00e+00, 3.71e-07, 2.28e-05]    []  
148000    [2.84e-06, 2.70e-06, 2.40e-06, 2.51e-06, 2.48e-06, 6.90e-07, 4.81e-07, 4.17e-08, 2.07e-06, 2.65e-10, 3.37e-06, 2.88e-06, 2.73e-06, 1.37e-07, 1.88e-08, 1.99e-08, 1.46e-07, 1.41e-07, 5.00e-09, 1.73e-07, 2.68e-07, 1.01e-06]    [2.84e-06, 2.70e-06, 2.40e-06, 2.51e-06, 2.48e-06, 6.90e-07, 4.81e-07, 4.17e-08, 2.07e-06, 2.65e-10, 3.37e-06, 2.88e-06, 2.73e-06, 1.37e-07, 1.88e-08, 1.99e-08, 1.46e-07, 1.41e-07, 5.00e-09, 1.73e-07, 2.68e-07, 1.01e-06]    []  

Best model at step 123065:
  train loss: 1.11e-05
  test loss: 1.11e-05
  test metric: []

'train' took 46.520262 s

Best train step: 123065
lambda_a: 7.020890697676293
lambda_b: 6.151070865302765
kappa_a: 1.6561445527641405
kappa_b: 1.492842383565811
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
148000    [2.84e-06, 2.70e-06, 2.40e-06, 2.51e-06, 2.48e-06, 6.90e-07, 4.81e-07, 4.17e-08, 2.07e-06, 2.65e-10, 3.37e-06, 2.88e-06, 2.73e-06, 1.37e-07, 1.88e-08, 1.99e-08, 1.46e-07, 1.41e-07, 5.00e-09, 1.73e-07, 2.68e-07, 1.01e-06]    [2.84e-06, 2.70e-06, 2.40e-06, 2.51e-06, 2.48e-06, 6.90e-07, 4.81e-07, 4.17e-08, 2.07e-06, 2.65e-10, 3.37e-06, 2.88e-06, 2.73e-06, 1.37e-07, 1.88e-08, 1.99e-08, 1.46e-07, 1.41e-07, 5.00e-09, 1.73e-07, 2.68e-07, 1.01e-06]    []  
148100    [5.10e-06, 2.87e-06, 2.53e-06, 2.25e-06, 2.30e-06, 6.70e-07, 4.85e-07, 8.39e-07, 4.05e-06, 1.89e-06, 1.38e-05, 1.00e-05, 6.56e-06, 2.18e-05, 8.59e-08, 8.35e-08, 6.85e-08, 5.29e-08, 0.00e+00, 3.41e-07, 2.49e-06, 2.08e-06]    [5.10e-06, 2.87e-06, 2.53e-06, 2.25e-06, 2.30e-06, 6.70e-07, 4.85e-07, 8.39e-07, 4.05e-06, 1.89e-06, 1.38e-05, 1.00e-05, 6.56e-06, 2.18e-05, 8.59e-08, 8.35e-08, 6.85e-08, 5.29e-08, 0.00e+00, 3.41e-07, 2.49e-06, 2.08e-06]    []  
148200    [2.62e-06, 2.67e-06, 2.36e-06, 2.45e-06, 2.43e-06, 6.59e-07, 4.67e-07, 6.18e-07, 4.96e-07, 1.93e-08, 2.84e-06, 2.69e-06, 2.13e-06, 9.39e-08, 2.43e-08, 2.58e-08, 1.24e-07, 1.22e-07, 0.00e+00, 3.45e-08, 1.70e-06, 1.83e-07]    [2.62e-06, 2.67e-06, 2.36e-06, 2.45e-06, 2.43e-06, 6.59e-07, 4.67e-07, 6.18e-07, 4.96e-07, 1.93e-08, 2.84e-06, 2.69e-06, 2.13e-06, 9.39e-08, 2.43e-08, 2.58e-08, 1.24e-07, 1.22e-07, 0.00e+00, 3.45e-08, 1.70e-06, 1.83e-07]    []  
148300    [2.74e-06, 2.72e-06, 2.39e-06, 2.49e-06, 2.47e-06, 7.25e-07, 5.23e-07, 3.81e-06, 2.24e-06, 2.67e-08, 5.91e-06, 7.83e-06, 7.53e-06, 4.55e-06, 0.00e+00, 0.00e+00, 2.96e-08, 2.83e-08, 0.00e+00, 1.98e-07, 5.73e-06, 1.21e-06]    [2.74e-06, 2.72e-06, 2.39e-06, 2.49e-06, 2.47e-06, 7.25e-07, 5.23e-07, 3.81e-06, 2.24e-06, 2.67e-08, 5.91e-06, 7.83e-06, 7.53e-06, 4.55e-06, 0.00e+00, 0.00e+00, 2.96e-08, 2.83e-08, 0.00e+00, 1.98e-07, 5.73e-06, 1.21e-06]    []  
148400    [2.55e-06, 2.70e-06, 2.33e-06, 2.42e-06, 2.40e-06, 6.57e-07, 4.70e-07, 7.03e-08, 2.77e-06, 3.79e-09, 2.86e-06, 2.70e-06, 1.55e-06, 4.98e-07, 8.75e-09, 8.69e-09, 8.36e-08, 7.89e-08, 0.00e+00, 0.00e+00, 6.22e-07, 4.53e-06]    [2.55e-06, 2.70e-06, 2.33e-06, 2.42e-06, 2.40e-06, 6.57e-07, 4.70e-07, 7.03e-08, 2.77e-06, 3.79e-09, 2.86e-06, 2.70e-06, 1.55e-06, 4.98e-07, 8.75e-09, 8.69e-09, 8.36e-08, 7.89e-08, 0.00e+00, 0.00e+00, 6.22e-07, 4.53e-06]    []  
148500    [4.08e-06, 2.76e-06, 2.39e-06, 2.32e-06, 2.35e-06, 6.06e-07, 4.46e-07, 3.31e-09, 2.11e-08, 3.30e-08, 4.61e-06, 8.37e-06, 5.61e-06, 2.28e-05, 1.45e-07, 1.48e-07, 2.74e-07, 2.67e-07, 7.35e-11, 0.00e+00, 2.96e-07, 3.15e-07]    [4.08e-06, 2.76e-06, 2.39e-06, 2.32e-06, 2.35e-06, 6.06e-07, 4.46e-07, 3.31e-09, 2.11e-08, 3.30e-08, 4.61e-06, 8.37e-06, 5.61e-06, 2.28e-05, 1.45e-07, 1.48e-07, 2.74e-07, 2.67e-07, 7.35e-11, 0.00e+00, 2.96e-07, 3.15e-07]    []  
148600    [2.39e-06, 2.64e-06, 2.27e-06, 2.37e-06, 2.35e-06, 6.13e-07, 4.36e-07, 1.69e-06, 2.61e-05, 1.89e-07, 3.51e-06, 2.99e-06, 2.64e-06, 4.13e-07, 1.25e-08, 1.37e-08, 6.72e-08, 6.43e-08, 0.00e+00, 0.00e+00, 3.30e-06, 3.10e-05]    [2.39e-06, 2.64e-06, 2.27e-06, 2.37e-06, 2.35e-06, 6.13e-07, 4.36e-07, 1.69e-06, 2.61e-05, 1.89e-07, 3.51e-06, 2.99e-06, 2.64e-06, 4.13e-07, 1.25e-08, 1.37e-08, 6.72e-08, 6.43e-08, 0.00e+00, 0.00e+00, 3.30e-06, 3.10e-05]    []  
148700    [2.14e-06, 2.64e-06, 2.29e-06, 2.40e-06, 2.38e-06, 6.51e-07, 4.62e-07, 8.57e-07, 3.43e-08, 3.90e-07, 3.26e-06, 3.40e-06, 1.86e-06, 5.66e-06, 5.99e-09, 5.73e-09, 5.63e-08, 5.11e-08, 6.06e-08, 0.00e+00, 2.40e-07, 3.97e-07]    [2.14e-06, 2.64e-06, 2.29e-06, 2.40e-06, 2.38e-06, 6.51e-07, 4.62e-07, 8.57e-07, 3.43e-08, 3.90e-07, 3.26e-06, 3.40e-06, 1.86e-06, 5.66e-06, 5.99e-09, 5.73e-09, 5.63e-08, 5.11e-08, 6.06e-08, 0.00e+00, 2.40e-07, 3.97e-07]    []  
148800    [2.40e-06, 2.67e-06, 2.30e-06, 2.41e-06, 2.40e-06, 6.18e-07, 4.45e-07, 5.71e-06, 2.37e-06, 2.30e-09, 3.10e-06, 2.97e-06, 2.05e-06, 4.69e-07, 2.46e-09, 2.59e-09, 4.88e-08, 4.61e-08, 0.00e+00, 0.00e+00, 7.89e-06, 3.67e-06]    [2.40e-06, 2.67e-06, 2.30e-06, 2.41e-06, 2.40e-06, 6.18e-07, 4.45e-07, 5.71e-06, 2.37e-06, 2.30e-09, 3.10e-06, 2.97e-06, 2.05e-06, 4.69e-07, 2.46e-09, 2.59e-09, 4.88e-08, 4.61e-08, 0.00e+00, 0.00e+00, 7.89e-06, 3.67e-06]    []  
148900    [2.39e-06, 2.65e-06, 2.30e-06, 2.40e-06, 2.40e-06, 6.09e-07, 4.35e-07, 5.03e-08, 1.91e-08, 1.52e-07, 2.62e-06, 2.48e-06, 1.38e-06, 5.35e-07, 3.13e-08, 3.34e-08, 8.23e-08, 7.98e-08, 4.24e-09, 0.00e+00, 2.29e-07, 3.34e-07]    [2.39e-06, 2.65e-06, 2.30e-06, 2.40e-06, 2.40e-06, 6.09e-07, 4.35e-07, 5.03e-08, 1.91e-08, 1.52e-07, 2.62e-06, 2.48e-06, 1.38e-06, 5.35e-07, 3.13e-08, 3.34e-08, 8.23e-08, 7.98e-08, 4.24e-09, 0.00e+00, 2.29e-07, 3.34e-07]    []  
149000    [2.89e-06, 2.74e-06, 2.32e-06, 2.36e-06, 2.38e-06, 6.05e-07, 4.48e-07, 5.70e-06, 1.89e-08, 6.95e-08, 3.91e-06, 3.36e-06, 1.96e-06, 2.72e-07, 1.54e-09, 9.65e-10, 7.50e-08, 6.86e-08, 6.42e-07, 2.21e-09, 3.99e-06, 1.33e-07]    [2.89e-06, 2.74e-06, 2.32e-06, 2.36e-06, 2.38e-06, 6.05e-07, 4.48e-07, 5.70e-06, 1.89e-08, 6.95e-08, 3.91e-06, 3.36e-06, 1.96e-06, 2.72e-07, 1.54e-09, 9.65e-10, 7.50e-08, 6.86e-08, 6.42e-07, 2.21e-09, 3.99e-06, 1.33e-07]    []  
149100    [3.03e-06, 2.71e-06, 2.39e-06, 2.42e-06, 2.39e-06, 6.35e-07, 4.65e-07, 1.80e-04, 2.93e-04, 8.46e-06, 9.39e-05, 4.04e-05, 1.36e-04, 4.73e-05, 5.23e-07, 5.29e-07, 1.41e-06, 1.38e-06, 3.62e-05, 6.43e-05, 1.69e-04, 2.80e-04]    [3.03e-06, 2.71e-06, 2.39e-06, 2.42e-06, 2.39e-06, 6.35e-07, 4.65e-07, 1.80e-04, 2.93e-04, 8.46e-06, 9.39e-05, 4.04e-05, 1.36e-04, 4.73e-05, 5.23e-07, 5.29e-07, 1.41e-06, 1.38e-06, 3.62e-05, 6.43e-05, 1.69e-04, 2.80e-04]    []  
149200    [3.39e-06, 2.64e-06, 2.22e-06, 2.12e-06, 2.19e-06, 8.16e-07, 6.20e-07, 8.82e-06, 3.13e-07, 2.82e-06, 1.98e-05, 1.20e-04, 1.87e-04, 1.55e-05, 0.00e+00, 0.00e+00, 8.43e-08, 8.23e-08, 1.00e-06, 2.09e-08, 6.15e-06, 1.44e-07]    [3.39e-06, 2.64e-06, 2.22e-06, 2.12e-06, 2.19e-06, 8.16e-07, 6.20e-07, 8.82e-06, 3.13e-07, 2.82e-06, 1.98e-05, 1.20e-04, 1.87e-04, 1.55e-05, 0.00e+00, 0.00e+00, 8.43e-08, 8.23e-08, 1.00e-06, 2.09e-08, 6.15e-06, 1.44e-07]    []  
149300    [2.24e-06, 2.63e-06, 2.27e-06, 2.40e-06, 2.38e-06, 6.07e-07, 4.35e-07, 2.28e-06, 1.70e-08, 5.39e-08, 2.20e-06, 2.05e-06, 1.22e-06, 5.16e-07, 3.85e-08, 4.00e-08, 7.44e-08, 7.16e-08, 1.88e-07, 1.56e-09, 1.13e-06, 1.61e-07]    [2.24e-06, 2.63e-06, 2.27e-06, 2.40e-06, 2.38e-06, 6.07e-07, 4.35e-07, 2.28e-06, 1.70e-08, 5.39e-08, 2.20e-06, 2.05e-06, 1.22e-06, 5.16e-07, 3.85e-08, 4.00e-08, 7.44e-08, 7.16e-08, 1.88e-07, 1.56e-09, 1.13e-06, 1.61e-07]    []  
149400    [2.29e-06, 2.67e-06, 2.26e-06, 2.40e-06, 2.38e-06, 5.61e-07, 4.31e-07, 1.54e-08, 6.65e-09, 8.17e-08, 2.91e-06, 2.99e-06, 1.28e-06, 1.40e-06, 1.12e-11, 3.01e-12, 2.75e-08, 2.75e-08, 0.00e+00, 3.79e-10, 3.36e-07, 1.33e-07]    [2.29e-06, 2.67e-06, 2.26e-06, 2.40e-06, 2.38e-06, 5.61e-07, 4.31e-07, 1.54e-08, 6.65e-09, 8.17e-08, 2.91e-06, 2.99e-06, 1.28e-06, 1.40e-06, 1.12e-11, 3.01e-12, 2.75e-08, 2.75e-08, 0.00e+00, 3.79e-10, 3.36e-07, 1.33e-07]    []  
149500    [3.24e-05, 4.25e-06, 3.60e-06, 4.16e-06, 4.30e-06, 1.69e-06, 1.49e-06, 8.34e-06, 4.97e-06, 1.56e-04, 2.37e-04, 7.81e-04, 1.30e-03, 5.16e-03, 7.71e-05, 7.70e-05, 3.00e-05, 2.96e-05, 1.13e-06, 6.44e-07, 6.76e-06, 3.89e-06]    [3.24e-05, 4.25e-06, 3.60e-06, 4.16e-06, 4.30e-06, 1.69e-06, 1.49e-06, 8.34e-06, 4.97e-06, 1.56e-04, 2.37e-04, 7.81e-04, 1.30e-03, 5.16e-03, 7.71e-05, 7.70e-05, 3.00e-05, 2.96e-05, 1.13e-06, 6.44e-07, 6.76e-06, 3.89e-06]    []  
149600    [2.14e-06, 2.64e-06, 2.25e-06, 2.41e-06, 2.39e-06, 5.80e-07, 4.41e-07, 2.35e-06, 2.58e-10, 2.07e-08, 2.72e-06, 1.93e-06, 1.31e-06, 1.79e-07, 2.70e-08, 2.80e-08, 6.42e-08, 6.12e-08, 2.04e-07, 2.02e-10, 1.25e-06, 1.49e-07]    [2.14e-06, 2.64e-06, 2.25e-06, 2.41e-06, 2.39e-06, 5.80e-07, 4.41e-07, 2.35e-06, 2.58e-10, 2.07e-08, 2.72e-06, 1.93e-06, 1.31e-06, 1.79e-07, 2.70e-08, 2.80e-08, 6.42e-08, 6.12e-08, 2.04e-07, 2.02e-10, 1.25e-06, 1.49e-07]    []  
149700    [5.80e-06, 2.78e-06, 2.38e-06, 2.35e-06, 2.39e-06, 6.23e-07, 5.31e-07, 3.87e-08, 1.22e-08, 1.51e-05, 1.78e-05, 5.74e-05, 7.49e-05, 3.74e-04, 3.98e-06, 4.00e-06, 1.94e-06, 1.94e-06, 3.26e-09, 0.00e+00, 1.68e-07, 2.12e-07]    [5.80e-06, 2.78e-06, 2.38e-06, 2.35e-06, 2.39e-06, 6.23e-07, 5.31e-07, 3.87e-08, 1.22e-08, 1.51e-05, 1.78e-05, 5.74e-05, 7.49e-05, 3.74e-04, 3.98e-06, 4.00e-06, 1.94e-06, 1.94e-06, 3.26e-09, 0.00e+00, 1.68e-07, 2.12e-07]    []  
149800    [1.19e-05, 3.19e-06, 2.71e-06, 2.40e-06, 2.40e-06, 9.91e-07, 9.16e-07, 5.37e-06, 1.03e-04, 3.65e-05, 5.85e-05, 1.76e-04, 3.20e-04, 1.23e-03, 1.37e-05, 1.30e-05, 5.61e-06, 5.18e-06, 6.54e-07, 2.08e-05, 4.02e-06, 9.77e-05]    [1.19e-05, 3.19e-06, 2.71e-06, 2.40e-06, 2.40e-06, 9.91e-07, 9.16e-07, 5.37e-06, 1.03e-04, 3.65e-05, 5.85e-05, 1.76e-04, 3.20e-04, 1.23e-03, 1.37e-05, 1.30e-05, 5.61e-06, 5.18e-06, 6.54e-07, 2.08e-05, 4.02e-06, 9.77e-05]    []  
149900    [2.04e-06, 2.54e-06, 2.09e-06, 2.34e-06, 2.30e-06, 5.99e-07, 4.81e-07, 4.11e-05, 1.97e-04, 3.19e-07, 3.70e-05, 2.37e-05, 6.65e-05, 6.03e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.85e-05, 2.10e-04]    [2.04e-06, 2.54e-06, 2.09e-06, 2.34e-06, 2.30e-06, 5.99e-07, 4.81e-07, 4.11e-05, 1.97e-04, 3.19e-07, 3.70e-05, 2.37e-05, 6.65e-05, 6.03e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.85e-05, 2.10e-04]    []  
150000    [4.78e-06, 2.83e-06, 2.42e-06, 2.32e-06, 2.33e-06, 5.25e-07, 4.33e-07, 4.86e-07, 3.41e-06, 3.91e-06, 1.57e-05, 2.99e-05, 4.79e-05, 1.74e-04, 1.59e-06, 1.56e-06, 1.32e-06, 1.29e-06, 3.42e-08, 3.81e-07, 1.35e-07, 2.36e-06]    [4.78e-06, 2.83e-06, 2.42e-06, 2.32e-06, 2.33e-06, 5.25e-07, 4.33e-07, 4.86e-07, 3.41e-06, 3.91e-06, 1.57e-05, 2.99e-05, 4.79e-05, 1.74e-04, 1.59e-06, 1.56e-06, 1.32e-06, 1.29e-06, 3.42e-08, 3.81e-07, 1.35e-07, 2.36e-06]    []  

Best model at step 123065:
  train loss: 1.11e-05
  test loss: 1.11e-05
  test metric: []

'train' took 45.313882 s

Best train step: 123065
lambda_a: 7.020890697676293
lambda_b: 6.151070865302765
kappa_a: 1.6561445527641405
kappa_b: 1.492842383565811
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
150000    [4.78e-06, 2.83e-06, 2.42e-06, 2.32e-06, 2.33e-06, 5.25e-07, 4.33e-07, 4.86e-07, 3.41e-06, 3.91e-06, 1.57e-05, 2.99e-05, 4.79e-05, 1.74e-04, 1.59e-06, 1.56e-06, 1.32e-06, 1.29e-06, 3.42e-08, 3.81e-07, 1.35e-07, 2.36e-06]    [4.78e-06, 2.83e-06, 2.42e-06, 2.32e-06, 2.33e-06, 5.25e-07, 4.33e-07, 4.86e-07, 3.41e-06, 3.91e-06, 1.57e-05, 2.99e-05, 4.79e-05, 1.74e-04, 1.59e-06, 1.56e-06, 1.32e-06, 1.29e-06, 3.42e-08, 3.81e-07, 1.35e-07, 2.36e-06]    []  
150100    [2.94e-06, 2.68e-06, 2.27e-06, 2.32e-06, 2.34e-06, 5.61e-07, 4.48e-07, 2.55e-06, 1.82e-06, 8.21e-07, 6.84e-06, 6.31e-06, 1.73e-05, 3.55e-05, 1.92e-07, 1.88e-07, 4.04e-07, 4.04e-07, 2.51e-07, 1.78e-07, 1.58e-06, 1.12e-06]    [2.94e-06, 2.68e-06, 2.27e-06, 2.32e-06, 2.34e-06, 5.61e-07, 4.48e-07, 2.55e-06, 1.82e-06, 8.21e-07, 6.84e-06, 6.31e-06, 1.73e-05, 3.55e-05, 1.92e-07, 1.88e-07, 4.04e-07, 4.04e-07, 2.51e-07, 1.78e-07, 1.58e-06, 1.12e-06]    []  
150200    [2.69e-06, 2.78e-06, 2.33e-06, 2.45e-06, 2.42e-06, 6.48e-07, 5.60e-07, 5.92e-07, 8.32e-07, 1.68e-07, 1.07e-05, 5.28e-06, 7.46e-06, 1.13e-06, 8.25e-09, 3.56e-09, 9.78e-08, 9.11e-08, 0.00e+00, 7.08e-08, 1.17e-06, 4.13e-07]    [2.69e-06, 2.78e-06, 2.33e-06, 2.45e-06, 2.42e-06, 6.48e-07, 5.60e-07, 5.92e-07, 8.32e-07, 1.68e-07, 1.07e-05, 5.28e-06, 7.46e-06, 1.13e-06, 8.25e-09, 3.56e-09, 9.78e-08, 9.11e-08, 0.00e+00, 7.08e-08, 1.17e-06, 4.13e-07]    []  
150300    [2.26e-06, 2.82e-06, 2.33e-06, 2.54e-06, 2.55e-06, 6.03e-07, 5.21e-07, 9.53e-06, 5.79e-08, 2.05e-07, 2.79e-06, 2.30e-06, 1.95e-06, 1.44e-06, 2.75e-08, 2.76e-08, 4.21e-08, 4.34e-08, 1.18e-06, 3.61e-09, 6.99e-06, 1.14e-07]    [2.26e-06, 2.82e-06, 2.33e-06, 2.54e-06, 2.55e-06, 6.03e-07, 5.21e-07, 9.53e-06, 5.79e-08, 2.05e-07, 2.79e-06, 2.30e-06, 1.95e-06, 1.44e-06, 2.75e-08, 2.76e-08, 4.21e-08, 4.34e-08, 1.18e-06, 3.61e-09, 6.99e-06, 1.14e-07]    []  
150400    [1.02e-05, 3.59e-06, 3.03e-06, 1.84e-06, 1.97e-06, 1.29e-06, 1.22e-06, 7.90e-09, 8.27e-07, 1.77e-05, 3.25e-05, 1.19e-04, 2.46e-04, 3.07e-04, 3.43e-06, 3.64e-06, 3.29e-07, 3.88e-07, 0.00e+00, 0.00e+00, 2.78e-07, 1.65e-06]    [1.02e-05, 3.59e-06, 3.03e-06, 1.84e-06, 1.97e-06, 1.29e-06, 1.22e-06, 7.90e-09, 8.27e-07, 1.77e-05, 3.25e-05, 1.19e-04, 2.46e-04, 3.07e-04, 3.43e-06, 3.64e-06, 3.29e-07, 3.88e-07, 0.00e+00, 0.00e+00, 2.78e-07, 1.65e-06]    []  
150500    [2.04e-06, 2.54e-06, 2.18e-06, 2.37e-06, 2.36e-06, 5.16e-07, 4.02e-07, 1.14e-06, 9.89e-07, 8.17e-09, 1.76e-06, 1.55e-06, 8.98e-07, 4.27e-08, 9.00e-09, 9.94e-09, 1.93e-08, 1.89e-08, 0.00e+00, 7.63e-08, 2.09e-06, 4.53e-07]    [2.04e-06, 2.54e-06, 2.18e-06, 2.37e-06, 2.36e-06, 5.16e-07, 4.02e-07, 1.14e-06, 9.89e-07, 8.17e-09, 1.76e-06, 1.55e-06, 8.98e-07, 4.27e-08, 9.00e-09, 9.94e-09, 1.93e-08, 1.89e-08, 0.00e+00, 7.63e-08, 2.09e-06, 4.53e-07]    []  
150600    [3.63e-06, 2.63e-06, 2.23e-06, 2.31e-06, 2.35e-06, 5.37e-07, 4.09e-07, 2.89e-05, 1.47e-06, 2.84e-06, 1.07e-05, 2.18e-05, 4.38e-05, 1.28e-04, 1.32e-06, 1.32e-06, 9.47e-07, 9.22e-07, 4.57e-06, 0.00e+00, 2.48e-05, 2.41e-06]    [3.63e-06, 2.63e-06, 2.23e-06, 2.31e-06, 2.35e-06, 5.37e-07, 4.09e-07, 2.89e-05, 1.47e-06, 2.84e-06, 1.07e-05, 2.18e-05, 4.38e-05, 1.28e-04, 1.32e-06, 1.32e-06, 9.47e-07, 9.22e-07, 4.57e-06, 0.00e+00, 2.48e-05, 2.41e-06]    []  
150700    [1.35e-05, 3.80e-06, 3.24e-06, 2.71e-06, 2.81e-06, 1.20e-06, 1.04e-06, 1.37e-04, 1.20e-04, 8.71e-05, 6.11e-05, 2.39e-04, 3.21e-04, 1.58e-03, 2.51e-05, 2.51e-05, 9.41e-06, 9.32e-06, 0.00e+00, 0.00e+00, 1.42e-04, 1.24e-04]    [1.35e-05, 3.80e-06, 3.24e-06, 2.71e-06, 2.81e-06, 1.20e-06, 1.04e-06, 1.37e-04, 1.20e-04, 8.71e-05, 6.11e-05, 2.39e-04, 3.21e-04, 1.58e-03, 2.51e-05, 2.51e-05, 9.41e-06, 9.32e-06, 0.00e+00, 0.00e+00, 1.42e-04, 1.24e-04]    []  
150800    [1.93e-06, 2.52e-06, 2.16e-06, 2.37e-06, 2.37e-06, 5.22e-07, 4.00e-07, 1.42e-08, 3.93e-06, 1.79e-09, 1.79e-06, 1.49e-06, 1.21e-06, 2.67e-07, 2.13e-08, 2.27e-08, 4.24e-08, 4.13e-08, 0.00e+00, 4.50e-07, 2.31e-07, 2.79e-06]    [1.93e-06, 2.52e-06, 2.16e-06, 2.37e-06, 2.37e-06, 5.22e-07, 4.00e-07, 1.42e-08, 3.93e-06, 1.79e-09, 1.79e-06, 1.49e-06, 1.21e-06, 2.67e-07, 2.13e-08, 2.27e-08, 4.24e-08, 4.13e-08, 0.00e+00, 4.50e-07, 2.31e-07, 2.79e-06]    []  
150900    [1.35e-05, 3.63e-06, 3.11e-06, 2.72e-06, 2.85e-06, 1.13e-06, 9.80e-07, 1.83e-07, 2.63e-07, 6.19e-05, 7.04e-05, 2.36e-04, 3.72e-04, 1.53e-03, 2.43e-05, 2.43e-05, 8.88e-06, 8.84e-06, 1.33e-08, 0.00e+00, 7.38e-08, 5.89e-07]    [1.35e-05, 3.63e-06, 3.11e-06, 2.72e-06, 2.85e-06, 1.13e-06, 9.80e-07, 1.83e-07, 2.63e-07, 6.19e-05, 7.04e-05, 2.36e-04, 3.72e-04, 1.53e-03, 2.43e-05, 2.43e-05, 8.88e-06, 8.84e-06, 1.33e-08, 0.00e+00, 7.38e-08, 5.89e-07]    []  
151000    [1.93e-06, 2.52e-06, 2.16e-06, 2.38e-06, 2.38e-06, 4.95e-07, 3.70e-07, 9.74e-08, 5.07e-07, 1.48e-09, 1.44e-06, 1.45e-06, 7.88e-07, 5.61e-08, 1.12e-08, 1.22e-08, 1.58e-08, 1.54e-08, 0.00e+00, 3.28e-08, 4.80e-07, 1.47e-07]    [1.93e-06, 2.52e-06, 2.16e-06, 2.38e-06, 2.38e-06, 4.95e-07, 3.70e-07, 9.74e-08, 5.07e-07, 1.48e-09, 1.44e-06, 1.45e-06, 7.88e-07, 5.61e-08, 1.12e-08, 1.22e-08, 1.58e-08, 1.54e-08, 0.00e+00, 3.28e-08, 4.80e-07, 1.47e-07]    []  
151100    [1.89e-06, 2.65e-06, 2.21e-06, 2.50e-06, 2.54e-06, 5.36e-07, 4.14e-07, 1.10e-07, 1.18e-07, 1.52e-08, 2.83e-06, 6.97e-06, 5.95e-06, 6.88e-07, 5.47e-11, 2.13e-10, 4.88e-11, 1.15e-10, 6.67e-09, 0.00e+00, 6.45e-08, 3.66e-07]    [1.89e-06, 2.65e-06, 2.21e-06, 2.50e-06, 2.54e-06, 5.36e-07, 4.14e-07, 1.10e-07, 1.18e-07, 1.52e-08, 2.83e-06, 6.97e-06, 5.95e-06, 6.88e-07, 5.47e-11, 2.13e-10, 4.88e-11, 1.15e-10, 6.67e-09, 0.00e+00, 6.45e-08, 3.66e-07]    []  
151200    [2.01e-06, 2.53e-06, 2.16e-06, 2.37e-06, 2.40e-06, 4.92e-07, 3.68e-07, 1.10e-07, 1.23e-06, 3.37e-08, 1.67e-06, 1.74e-06, 1.01e-06, 2.73e-07, 1.17e-09, 1.37e-09, 6.56e-09, 6.34e-09, 0.00e+00, 1.01e-07, 5.04e-07, 6.19e-07]    [2.01e-06, 2.53e-06, 2.16e-06, 2.37e-06, 2.40e-06, 4.92e-07, 3.68e-07, 1.10e-07, 1.23e-06, 3.37e-08, 1.67e-06, 1.74e-06, 1.01e-06, 2.73e-07, 1.17e-09, 1.37e-09, 6.56e-09, 6.34e-09, 0.00e+00, 1.01e-07, 5.04e-07, 6.19e-07]    []  
151300    [2.44e-06, 2.75e-06, 2.31e-06, 2.51e-06, 2.53e-06, 4.18e-07, 3.32e-07, 6.22e-07, 9.87e-08, 7.63e-07, 4.81e-06, 1.55e-05, 4.15e-06, 1.61e-05, 1.81e-07, 1.83e-07, 4.96e-08, 4.09e-08, 4.75e-08, 0.00e+00, 2.37e-07, 3.28e-07]    [2.44e-06, 2.75e-06, 2.31e-06, 2.51e-06, 2.53e-06, 4.18e-07, 3.32e-07, 6.22e-07, 9.87e-08, 7.63e-07, 4.81e-06, 1.55e-05, 4.15e-06, 1.61e-05, 1.81e-07, 1.83e-07, 4.96e-08, 4.09e-08, 4.75e-08, 0.00e+00, 2.37e-07, 3.28e-07]    []  
151400    [1.88e-06, 2.47e-06, 2.14e-06, 2.34e-06, 2.33e-06, 5.03e-07, 3.68e-07, 3.63e-07, 4.71e-06, 4.66e-08, 1.80e-06, 1.36e-06, 1.09e-06, 2.82e-08, 2.01e-08, 2.08e-08, 3.19e-08, 3.04e-08, 2.48e-08, 5.64e-07, 1.06e-07, 3.45e-06]    [1.88e-06, 2.47e-06, 2.14e-06, 2.34e-06, 2.33e-06, 5.03e-07, 3.68e-07, 3.63e-07, 4.71e-06, 4.66e-08, 1.80e-06, 1.36e-06, 1.09e-06, 2.82e-08, 2.01e-08, 2.08e-08, 3.19e-08, 3.04e-08, 2.48e-08, 5.64e-07, 1.06e-07, 3.45e-06]    []  
151500    [5.63e-06, 2.93e-06, 2.52e-06, 1.95e-06, 2.02e-06, 6.06e-07, 5.12e-07, 1.68e-06, 1.75e-06, 4.74e-07, 3.83e-05, 6.24e-05, 7.20e-05, 2.42e-04, 2.25e-06, 2.04e-06, 1.54e-06, 1.54e-06, 0.00e+00, 0.00e+00, 2.63e-06, 2.57e-06]    [5.63e-06, 2.93e-06, 2.52e-06, 1.95e-06, 2.02e-06, 6.06e-07, 5.12e-07, 1.68e-06, 1.75e-06, 4.74e-07, 3.83e-05, 6.24e-05, 7.20e-05, 2.42e-04, 2.25e-06, 2.04e-06, 1.54e-06, 1.54e-06, 0.00e+00, 0.00e+00, 2.63e-06, 2.57e-06]    []  
151600    [1.86e-06, 2.53e-06, 2.17e-06, 2.41e-06, 2.39e-06, 5.11e-07, 3.72e-07, 2.70e-05, 3.63e-05, 7.30e-07, 4.55e-06, 1.97e-06, 2.97e-06, 3.81e-08, 2.50e-08, 2.60e-08, 5.68e-08, 5.39e-08, 4.35e-06, 6.43e-06, 2.36e-05, 3.28e-05]    [1.86e-06, 2.53e-06, 2.17e-06, 2.41e-06, 2.39e-06, 5.11e-07, 3.72e-07, 2.70e-05, 3.63e-05, 7.30e-07, 4.55e-06, 1.97e-06, 2.97e-06, 3.81e-08, 2.50e-08, 2.60e-08, 5.68e-08, 5.39e-08, 4.35e-06, 6.43e-06, 2.36e-05, 3.28e-05]    []  
151700    [3.36e-06, 2.63e-06, 2.22e-06, 2.09e-06, 2.18e-06, 5.86e-07, 4.57e-07, 7.21e-10, 4.54e-08, 1.07e-05, 7.01e-06, 4.07e-05, 6.71e-05, 1.71e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.20e-09, 2.99e-07, 1.08e-07]    [3.36e-06, 2.63e-06, 2.22e-06, 2.09e-06, 2.18e-06, 5.86e-07, 4.57e-07, 7.21e-10, 4.54e-08, 1.07e-05, 7.01e-06, 4.07e-05, 6.71e-05, 1.71e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.20e-09, 2.99e-07, 1.08e-07]    []  
151800    [1.90e-06, 2.49e-06, 2.14e-06, 2.37e-06, 2.36e-06, 4.90e-07, 3.49e-07, 7.02e-07, 8.92e-07, 6.63e-09, 1.29e-06, 1.34e-06, 7.52e-07, 2.82e-08, 1.29e-08, 1.43e-08, 1.43e-08, 1.43e-08, 4.65e-08, 6.66e-08, 2.23e-07, 3.89e-07]    [1.90e-06, 2.49e-06, 2.14e-06, 2.37e-06, 2.36e-06, 4.90e-07, 3.49e-07, 7.02e-07, 8.92e-07, 6.63e-09, 1.29e-06, 1.34e-06, 7.52e-07, 2.82e-08, 1.29e-08, 1.43e-08, 1.43e-08, 1.43e-08, 4.65e-08, 6.66e-08, 2.23e-07, 3.89e-07]    []  
151900    [2.30e-06, 2.76e-06, 2.27e-06, 2.51e-06, 2.61e-06, 6.12e-07, 4.87e-07, 2.70e-06, 3.41e-08, 2.30e-07, 4.03e-06, 1.07e-05, 1.25e-05, 2.62e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.10e-07, 0.00e+00, 1.95e-06, 1.60e-07]    [2.30e-06, 2.76e-06, 2.27e-06, 2.51e-06, 2.61e-06, 6.12e-07, 4.87e-07, 2.70e-06, 3.41e-08, 2.30e-07, 4.03e-06, 1.07e-05, 1.25e-05, 2.62e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.10e-07, 0.00e+00, 1.95e-06, 1.60e-07]    []  
152000    [1.91e-06, 2.53e-06, 2.11e-06, 2.35e-06, 2.35e-06, 5.00e-07, 3.54e-07, 2.18e-05, 4.82e-06, 6.53e-08, 3.80e-06, 2.03e-06, 4.46e-06, 2.03e-06, 4.44e-08, 3.82e-08, 7.83e-08, 7.64e-08, 3.36e-06, 0.00e+00, 1.85e-05, 6.35e-06]    [1.91e-06, 2.53e-06, 2.11e-06, 2.35e-06, 2.35e-06, 5.00e-07, 3.54e-07, 2.18e-05, 4.82e-06, 6.53e-08, 3.80e-06, 2.03e-06, 4.46e-06, 2.03e-06, 4.44e-08, 3.82e-08, 7.83e-08, 7.64e-08, 3.36e-06, 0.00e+00, 1.85e-05, 6.35e-06]    []  

Best model at step 123065:
  train loss: 1.11e-05
  test loss: 1.11e-05
  test metric: []

'train' took 41.801263 s

Best train step: 123065
lambda_a: 7.020890697676293
lambda_b: 6.151070865302765
kappa_a: 1.6561445527641405
kappa_b: 1.492842383565811
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
152000    [1.91e-06, 2.53e-06, 2.11e-06, 2.35e-06, 2.35e-06, 5.00e-07, 3.54e-07, 2.18e-05, 4.82e-06, 6.53e-08, 3.80e-06, 2.03e-06, 4.46e-06, 2.03e-06, 4.44e-08, 3.82e-08, 7.83e-08, 7.64e-08, 3.36e-06, 0.00e+00, 1.85e-05, 6.35e-06]    [1.91e-06, 2.53e-06, 2.11e-06, 2.35e-06, 2.35e-06, 5.00e-07, 3.54e-07, 2.18e-05, 4.82e-06, 6.53e-08, 3.80e-06, 2.03e-06, 4.46e-06, 2.03e-06, 4.44e-08, 3.82e-08, 7.83e-08, 7.64e-08, 3.36e-06, 0.00e+00, 1.85e-05, 6.35e-06]    []  
152100    [1.75e-06, 2.70e-06, 2.25e-06, 2.56e-06, 2.58e-06, 4.99e-07, 3.76e-07, 7.29e-07, 1.06e-06, 1.26e-06, 2.29e-06, 4.64e-06, 1.06e-05, 1.70e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.82e-08, 0.00e+00, 3.28e-07, 1.62e-06]    [1.75e-06, 2.70e-06, 2.25e-06, 2.56e-06, 2.58e-06, 4.99e-07, 3.76e-07, 7.29e-07, 1.06e-06, 1.26e-06, 2.29e-06, 4.64e-06, 1.06e-05, 1.70e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.82e-08, 0.00e+00, 3.28e-07, 1.62e-06]    []  
152200    [2.13e-06, 2.54e-06, 2.10e-06, 2.20e-06, 2.25e-06, 5.12e-07, 3.74e-07, 5.02e-06, 1.30e-05, 4.55e-07, 2.91e-06, 2.60e-06, 2.27e-06, 9.61e-07, 5.21e-10, 3.58e-10, 5.56e-09, 5.45e-09, 5.59e-07, 0.00e+00, 3.40e-06, 1.55e-05]    [2.13e-06, 2.54e-06, 2.10e-06, 2.20e-06, 2.25e-06, 5.12e-07, 3.74e-07, 5.02e-06, 1.30e-05, 4.55e-07, 2.91e-06, 2.60e-06, 2.27e-06, 9.61e-07, 5.21e-10, 3.58e-10, 5.56e-09, 5.45e-09, 5.59e-07, 0.00e+00, 3.40e-06, 1.55e-05]    []  
152300    [1.71e-06, 2.57e-06, 2.18e-06, 2.43e-06, 2.42e-06, 4.76e-07, 3.50e-07, 7.18e-08, 3.52e-07, 2.02e-07, 1.39e-06, 2.03e-06, 1.31e-06, 3.52e-06, 0.00e+00, 0.00e+00, 6.93e-10, 4.79e-10, 0.00e+00, 2.19e-08, 3.66e-07, 9.53e-08]    [1.71e-06, 2.57e-06, 2.18e-06, 2.43e-06, 2.42e-06, 4.76e-07, 3.50e-07, 7.18e-08, 3.52e-07, 2.02e-07, 1.39e-06, 2.03e-06, 1.31e-06, 3.52e-06, 0.00e+00, 0.00e+00, 6.93e-10, 4.79e-10, 0.00e+00, 2.19e-08, 3.66e-07, 9.53e-08]    []  
152400    [2.09e-06, 2.66e-06, 2.22e-06, 2.48e-06, 2.53e-06, 5.29e-07, 4.08e-07, 1.07e-07, 2.48e-07, 4.76e-07, 1.68e-06, 8.39e-06, 1.86e-05, 7.58e-06, 3.00e-08, 2.89e-08, 2.60e-08, 2.49e-08, 0.00e+00, 0.00e+00, 3.56e-07, 5.35e-07]    [2.09e-06, 2.66e-06, 2.22e-06, 2.48e-06, 2.53e-06, 5.29e-07, 4.08e-07, 1.07e-07, 2.48e-07, 4.76e-07, 1.68e-06, 8.39e-06, 1.86e-05, 7.58e-06, 3.00e-08, 2.89e-08, 2.60e-08, 2.49e-08, 0.00e+00, 0.00e+00, 3.56e-07, 5.35e-07]    []  
152500    [2.63e-06, 2.46e-06, 2.13e-06, 2.28e-06, 2.31e-06, 5.08e-07, 3.59e-07, 1.91e-06, 3.41e-07, 3.10e-06, 3.53e-06, 8.60e-06, 8.21e-06, 4.91e-05, 4.59e-07, 4.69e-07, 2.90e-07, 2.91e-07, 0.00e+00, 2.13e-08, 3.03e-06, 8.46e-08]    [2.63e-06, 2.46e-06, 2.13e-06, 2.28e-06, 2.31e-06, 5.08e-07, 3.59e-07, 1.91e-06, 3.41e-07, 3.10e-06, 3.53e-06, 8.60e-06, 8.21e-06, 4.91e-05, 4.59e-07, 4.69e-07, 2.90e-07, 2.91e-07, 0.00e+00, 2.13e-08, 3.03e-06, 8.46e-08]    []  
152600    [1.82e-06, 2.62e-06, 2.14e-06, 2.45e-06, 2.42e-06, 4.97e-07, 3.51e-07, 8.85e-05, 2.47e-08, 5.07e-07, 2.02e-06, 1.69e-06, 1.27e-06, 9.20e-07, 2.02e-09, 3.09e-09, 2.24e-08, 2.02e-08, 1.73e-05, 0.00e+00, 8.33e-05, 1.62e-07]    [1.82e-06, 2.62e-06, 2.14e-06, 2.45e-06, 2.42e-06, 4.97e-07, 3.51e-07, 8.85e-05, 2.47e-08, 5.07e-07, 2.02e-06, 1.69e-06, 1.27e-06, 9.20e-07, 2.02e-09, 3.09e-09, 2.24e-08, 2.02e-08, 1.73e-05, 0.00e+00, 8.33e-05, 1.62e-07]    []  
152700    [1.80e-06, 2.41e-06, 2.07e-06, 2.27e-06, 2.29e-06, 5.37e-07, 3.76e-07, 1.30e-07, 1.20e-07, 7.80e-08, 1.16e-06, 1.19e-06, 6.68e-07, 1.72e-07, 1.73e-08, 1.85e-08, 1.61e-08, 1.63e-08, 0.00e+00, 0.00e+00, 5.27e-07, 4.30e-07]    [1.80e-06, 2.41e-06, 2.07e-06, 2.27e-06, 2.29e-06, 5.37e-07, 3.76e-07, 1.30e-07, 1.20e-07, 7.80e-08, 1.16e-06, 1.19e-06, 6.68e-07, 1.72e-07, 1.73e-08, 1.85e-08, 1.61e-08, 1.63e-08, 0.00e+00, 0.00e+00, 5.27e-07, 4.30e-07]    []  
152800    [1.95e-06, 2.70e-06, 2.26e-06, 2.47e-06, 2.50e-06, 4.80e-07, 3.79e-07, 1.98e-06, 5.54e-06, 2.85e-07, 2.11e-06, 4.95e-06, 3.04e-06, 6.22e-06, 9.48e-09, 1.02e-08, 1.29e-07, 1.27e-07, 0.00e+00, 0.00e+00, 2.72e-06, 6.54e-06]    [1.95e-06, 2.70e-06, 2.26e-06, 2.47e-06, 2.50e-06, 4.80e-07, 3.79e-07, 1.98e-06, 5.54e-06, 2.85e-07, 2.11e-06, 4.95e-06, 3.04e-06, 6.22e-06, 9.48e-09, 1.02e-08, 1.29e-07, 1.27e-07, 0.00e+00, 0.00e+00, 2.72e-06, 6.54e-06]    []  
152900    [1.73e-06, 2.42e-06, 2.07e-06, 2.28e-06, 2.29e-06, 5.35e-07, 3.71e-07, 6.39e-07, 1.40e-10, 2.89e-08, 1.66e-06, 1.25e-06, 1.27e-06, 8.49e-08, 1.94e-08, 2.08e-08, 2.94e-08, 2.90e-08, 4.50e-08, 5.03e-11, 2.19e-07, 9.76e-08]    [1.73e-06, 2.42e-06, 2.07e-06, 2.28e-06, 2.29e-06, 5.35e-07, 3.71e-07, 6.39e-07, 1.40e-10, 2.89e-08, 1.66e-06, 1.25e-06, 1.27e-06, 8.49e-08, 1.94e-08, 2.08e-08, 2.94e-08, 2.90e-08, 4.50e-08, 5.03e-11, 2.19e-07, 9.76e-08]    []  
153000    [1.75e-06, 2.74e-06, 2.28e-06, 2.57e-06, 2.58e-06, 4.74e-07, 3.75e-07, 6.09e-07, 2.83e-06, 1.82e-06, 2.86e-06, 5.71e-06, 4.92e-06, 1.82e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.32e-08, 3.34e-07, 2.28e-07, 2.05e-06]    [1.75e-06, 2.74e-06, 2.28e-06, 2.57e-06, 2.58e-06, 4.74e-07, 3.75e-07, 6.09e-07, 2.83e-06, 1.82e-06, 2.86e-06, 5.71e-06, 4.92e-06, 1.82e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.32e-08, 3.34e-07, 2.28e-07, 2.05e-06]    []  
153100    [1.52e-06, 2.42e-06, 2.01e-06, 2.32e-06, 2.32e-06, 5.67e-07, 4.04e-07, 4.44e-07, 3.37e-05, 2.40e-07, 4.10e-06, 8.50e-06, 1.34e-05, 3.38e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.13e-06, 3.75e-05]    [1.52e-06, 2.42e-06, 2.01e-06, 2.32e-06, 2.32e-06, 5.67e-07, 4.04e-07, 4.44e-07, 3.37e-05, 2.40e-07, 4.10e-06, 8.50e-06, 1.34e-05, 3.38e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.13e-06, 3.75e-05]    []  
153200    [1.89e-06, 2.51e-06, 2.14e-06, 2.35e-06, 2.37e-06, 4.89e-07, 3.46e-07, 4.11e-09, 9.13e-08, 3.35e-08, 1.34e-06, 1.48e-06, 7.86e-07, 6.20e-07, 1.18e-08, 1.61e-08, 2.27e-08, 2.32e-08, 5.42e-10, 6.04e-09, 8.38e-08, 4.39e-08]    [1.89e-06, 2.51e-06, 2.14e-06, 2.35e-06, 2.37e-06, 4.89e-07, 3.46e-07, 4.11e-09, 9.13e-08, 3.35e-08, 1.34e-06, 1.48e-06, 7.86e-07, 6.20e-07, 1.18e-08, 1.61e-08, 2.27e-08, 2.32e-08, 5.42e-10, 6.04e-09, 8.38e-08, 4.39e-08]    []  
153300    [6.61e-06, 2.90e-06, 2.53e-06, 2.22e-06, 2.21e-06, 7.49e-07, 6.57e-07, 1.17e-06, 1.83e-05, 4.81e-06, 4.79e-05, 7.70e-05, 1.38e-04, 4.91e-04, 2.06e-06, 1.93e-06, 1.89e-06, 1.93e-06, 0.00e+00, 3.19e-06, 1.94e-06, 1.62e-05]    [6.61e-06, 2.90e-06, 2.53e-06, 2.22e-06, 2.21e-06, 7.49e-07, 6.57e-07, 1.17e-06, 1.83e-05, 4.81e-06, 4.79e-05, 7.70e-05, 1.38e-04, 4.91e-04, 2.06e-06, 1.93e-06, 1.89e-06, 1.93e-06, 0.00e+00, 3.19e-06, 1.94e-06, 1.62e-05]    []  
153400    [1.78e-06, 2.43e-06, 2.06e-06, 2.29e-06, 2.30e-06, 5.08e-07, 3.60e-07, 6.78e-07, 1.27e-07, 2.75e-09, 1.20e-06, 1.11e-06, 7.42e-07, 2.31e-07, 1.55e-08, 1.70e-08, 2.10e-08, 2.15e-08, 4.82e-08, 0.00e+00, 2.55e-07, 3.80e-07]    [1.78e-06, 2.43e-06, 2.06e-06, 2.29e-06, 2.30e-06, 5.08e-07, 3.60e-07, 6.78e-07, 1.27e-07, 2.75e-09, 1.20e-06, 1.11e-06, 7.42e-07, 2.31e-07, 1.55e-08, 1.70e-08, 2.10e-08, 2.15e-08, 4.82e-08, 0.00e+00, 2.55e-07, 3.80e-07]    []  
153500    [1.77e-06, 2.60e-06, 2.20e-06, 2.44e-06, 2.46e-06, 4.83e-07, 3.42e-07, 2.39e-08, 1.07e-06, 6.11e-08, 1.68e-06, 1.63e-06, 9.06e-07, 1.18e-06, 1.09e-09, 1.63e-09, 2.29e-09, 1.93e-09, 1.46e-09, 1.02e-07, 5.90e-08, 6.52e-07]    [1.77e-06, 2.60e-06, 2.20e-06, 2.44e-06, 2.46e-06, 4.83e-07, 3.42e-07, 2.39e-08, 1.07e-06, 6.11e-08, 1.68e-06, 1.63e-06, 9.06e-07, 1.18e-06, 1.09e-09, 1.63e-09, 2.29e-09, 1.93e-09, 1.46e-09, 1.02e-07, 5.90e-08, 6.52e-07]    []  
153600    [3.76e-06, 2.47e-06, 2.13e-06, 2.22e-06, 2.29e-06, 5.44e-07, 3.74e-07, 1.17e-06, 6.75e-09, 5.34e-06, 1.03e-05, 2.49e-05, 5.30e-05, 1.57e-04, 1.63e-06, 1.64e-06, 1.23e-06, 1.23e-06, 1.00e-07, 0.00e+00, 6.17e-07, 1.12e-07]    [3.76e-06, 2.47e-06, 2.13e-06, 2.22e-06, 2.29e-06, 5.44e-07, 3.74e-07, 1.17e-06, 6.75e-09, 5.34e-06, 1.03e-05, 2.49e-05, 5.30e-05, 1.57e-04, 1.63e-06, 1.64e-06, 1.23e-06, 1.23e-06, 1.00e-07, 0.00e+00, 6.17e-07, 1.12e-07]    []  
153700    [1.77e-06, 2.46e-06, 2.08e-06, 2.32e-06, 2.38e-06, 5.24e-07, 3.62e-07, 6.90e-07, 1.28e-07, 1.03e-08, 1.26e-06, 1.39e-06, 7.99e-07, 3.18e-07, 1.45e-09, 2.10e-09, 1.87e-09, 1.94e-09, 5.25e-08, 8.08e-09, 3.00e-07, 3.75e-08]    [1.77e-06, 2.46e-06, 2.08e-06, 2.32e-06, 2.38e-06, 5.24e-07, 3.62e-07, 6.90e-07, 1.28e-07, 1.03e-08, 1.26e-06, 1.39e-06, 7.99e-07, 3.18e-07, 1.45e-09, 2.10e-09, 1.87e-09, 1.94e-09, 5.25e-08, 8.08e-09, 3.00e-07, 3.75e-08]    []  
153800    [3.53e-06, 2.91e-06, 2.47e-06, 1.88e-06, 2.14e-06, 7.54e-07, 5.76e-07, 3.20e-06, 1.05e-05, 4.99e-07, 2.60e-05, 2.75e-05, 3.68e-05, 3.33e-05, 3.00e-08, 2.66e-08, 6.60e-07, 6.80e-07, 3.20e-07, 0.00e+00, 1.98e-06, 1.25e-05]    [3.53e-06, 2.91e-06, 2.47e-06, 1.88e-06, 2.14e-06, 7.54e-07, 5.76e-07, 3.20e-06, 1.05e-05, 4.99e-07, 2.60e-05, 2.75e-05, 3.68e-05, 3.33e-05, 3.00e-08, 2.66e-08, 6.60e-07, 6.80e-07, 3.20e-07, 0.00e+00, 1.98e-06, 1.25e-05]    []  
153900    [1.90e-06, 2.56e-06, 2.08e-06, 2.33e-06, 2.33e-06, 5.58e-07, 3.72e-07, 2.73e-04, 3.89e-05, 9.17e-06, 4.00e-05, 1.40e-05, 3.60e-05, 1.14e-06, 1.24e-07, 1.18e-07, 3.11e-07, 2.97e-07, 5.94e-05, 7.26e-06, 2.63e-04, 3.60e-05]    [1.90e-06, 2.56e-06, 2.08e-06, 2.33e-06, 2.33e-06, 5.58e-07, 3.72e-07, 2.73e-04, 3.89e-05, 9.17e-06, 4.00e-05, 1.40e-05, 3.60e-05, 1.14e-06, 1.24e-07, 1.18e-07, 3.11e-07, 2.97e-07, 5.94e-05, 7.26e-06, 2.63e-04, 3.60e-05]    []  
154000    [3.32e-06, 3.05e-06, 2.55e-06, 2.82e-06, 2.71e-06, 6.12e-07, 4.86e-07, 2.96e-06, 3.01e-07, 1.24e-05, 6.50e-06, 6.93e-05, 1.05e-04, 2.88e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.38e-08, 4.82e-06, 5.52e-08]    [3.32e-06, 3.05e-06, 2.55e-06, 2.82e-06, 2.71e-06, 6.12e-07, 4.86e-07, 2.96e-06, 3.01e-07, 1.24e-05, 6.50e-06, 6.93e-05, 1.05e-04, 2.88e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.38e-08, 4.82e-06, 5.52e-08]    []  

Best model at step 123065:
  train loss: 1.11e-05
  test loss: 1.11e-05
  test metric: []

'train' took 44.342879 s

Best train step: 123065
lambda_a: 7.020890697676293
lambda_b: 6.151070865302765
kappa_a: 1.6561445527641405
kappa_b: 1.492842383565811
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
154000    [3.32e-06, 3.05e-06, 2.55e-06, 2.82e-06, 2.71e-06, 6.12e-07, 4.86e-07, 2.96e-06, 3.01e-07, 1.24e-05, 6.50e-06, 6.93e-05, 1.05e-04, 2.88e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.38e-08, 4.82e-06, 5.52e-08]    [3.32e-06, 3.05e-06, 2.55e-06, 2.82e-06, 2.71e-06, 6.12e-07, 4.86e-07, 2.96e-06, 3.01e-07, 1.24e-05, 6.50e-06, 6.93e-05, 1.05e-04, 2.88e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.38e-08, 4.82e-06, 5.52e-08]    []  
154100    [1.64e-06, 2.40e-06, 2.03e-06, 2.27e-06, 2.29e-06, 5.11e-07, 3.48e-07, 1.39e-07, 2.07e-07, 2.57e-08, 1.05e-06, 1.16e-06, 7.09e-07, 3.14e-08, 5.93e-09, 7.23e-09, 5.35e-09, 5.61e-09, 8.55e-09, 0.00e+00, 6.35e-08, 4.83e-07]    [1.64e-06, 2.40e-06, 2.03e-06, 2.27e-06, 2.29e-06, 5.11e-07, 3.48e-07, 1.39e-07, 2.07e-07, 2.57e-08, 1.05e-06, 1.16e-06, 7.09e-07, 3.14e-08, 5.93e-09, 7.23e-09, 5.35e-09, 5.61e-09, 8.55e-09, 0.00e+00, 6.35e-08, 4.83e-07]    []  
154200    [1.69e-06, 2.82e-06, 2.33e-06, 2.70e-06, 2.66e-06, 3.86e-07, 3.28e-07, 1.72e-06, 1.30e-07, 9.77e-08, 4.56e-06, 4.14e-06, 6.62e-06, 1.19e-06, 2.80e-08, 3.06e-08, 3.48e-08, 3.07e-08, 0.00e+00, 0.00e+00, 2.53e-06, 3.37e-07]    [1.69e-06, 2.82e-06, 2.33e-06, 2.70e-06, 2.66e-06, 3.86e-07, 3.28e-07, 1.72e-06, 1.30e-07, 9.77e-08, 4.56e-06, 4.14e-06, 6.62e-06, 1.19e-06, 2.80e-08, 3.06e-08, 3.48e-08, 3.07e-08, 0.00e+00, 0.00e+00, 2.53e-06, 3.37e-07]    []  
154300    [1.70e-06, 2.48e-06, 2.10e-06, 2.32e-06, 2.39e-06, 4.24e-07, 2.83e-07, 3.51e-07, 8.59e-07, 6.00e-09, 1.35e-06, 1.06e-06, 1.00e-06, 8.89e-07, 1.57e-08, 1.80e-08, 2.77e-08, 2.84e-08, 2.28e-08, 7.66e-08, 9.89e-08, 4.84e-07]    [1.70e-06, 2.48e-06, 2.10e-06, 2.32e-06, 2.39e-06, 4.24e-07, 2.83e-07, 3.51e-07, 8.59e-07, 6.00e-09, 1.35e-06, 1.06e-06, 1.00e-06, 8.89e-07, 1.57e-08, 1.80e-08, 2.77e-08, 2.84e-08, 2.28e-08, 7.66e-08, 9.89e-08, 4.84e-07]    []  
154400    [1.68e-06, 2.65e-06, 2.23e-06, 2.54e-06, 2.56e-06, 3.33e-07, 2.49e-07, 2.95e-07, 3.61e-07, 3.07e-07, 1.82e-06, 1.45e-06, 1.54e-06, 2.02e-06, 1.15e-08, 1.69e-08, 9.71e-08, 9.81e-08, 0.00e+00, 0.00e+00, 6.00e-07, 6.19e-07]    [1.68e-06, 2.65e-06, 2.23e-06, 2.54e-06, 2.56e-06, 3.33e-07, 2.49e-07, 2.95e-07, 3.61e-07, 3.07e-07, 1.82e-06, 1.45e-06, 1.54e-06, 2.02e-06, 1.15e-08, 1.69e-08, 9.71e-08, 9.81e-08, 0.00e+00, 0.00e+00, 6.00e-07, 6.19e-07]    []  
154500    [1.61e-06, 2.66e-06, 2.21e-06, 2.43e-06, 2.53e-06, 3.81e-07, 2.95e-07, 2.19e-06, 2.06e-07, 1.08e-06, 3.30e-06, 9.00e-06, 1.29e-05, 4.11e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.00e-08, 3.38e-06, 4.02e-08]    [1.61e-06, 2.66e-06, 2.21e-06, 2.43e-06, 2.53e-06, 3.81e-07, 2.95e-07, 2.19e-06, 2.06e-07, 1.08e-06, 3.30e-06, 9.00e-06, 1.29e-05, 4.11e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.00e-08, 3.38e-06, 4.02e-08]    []  
154600    [1.66e-06, 2.69e-06, 2.24e-06, 2.58e-06, 2.66e-06, 4.29e-07, 3.32e-07, 7.09e-08, 1.22e-08, 1.64e-06, 2.82e-06, 5.19e-06, 1.03e-05, 5.79e-06, 0.00e+00, 0.00e+00, 7.70e-08, 7.15e-08, 0.00e+00, 1.41e-11, 2.05e-07, 6.61e-08]    [1.66e-06, 2.69e-06, 2.24e-06, 2.58e-06, 2.66e-06, 4.29e-07, 3.32e-07, 7.09e-08, 1.22e-08, 1.64e-06, 2.82e-06, 5.19e-06, 1.03e-05, 5.79e-06, 0.00e+00, 0.00e+00, 7.70e-08, 7.15e-08, 0.00e+00, 1.41e-11, 2.05e-07, 6.61e-08]    []  
154700    [1.61e-06, 2.50e-06, 2.08e-06, 2.37e-06, 2.46e-06, 5.44e-07, 3.67e-07, 1.39e-06, 4.13e-06, 9.06e-07, 5.87e-06, 1.21e-05, 2.25e-05, 5.45e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-07, 0.00e+00, 6.76e-07, 5.31e-06]    [1.61e-06, 2.50e-06, 2.08e-06, 2.37e-06, 2.46e-06, 5.44e-07, 3.67e-07, 1.39e-06, 4.13e-06, 9.06e-07, 5.87e-06, 1.21e-05, 2.25e-05, 5.45e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-07, 0.00e+00, 6.76e-07, 5.31e-06]    []  
154800    [1.55e-06, 2.53e-06, 2.13e-06, 2.38e-06, 2.42e-06, 3.89e-07, 2.70e-07, 7.57e-07, 4.14e-08, 1.20e-07, 1.61e-06, 1.36e-06, 8.69e-07, 1.56e-06, 5.87e-10, 9.72e-10, 1.54e-09, 1.55e-09, 5.85e-08, 2.56e-09, 3.48e-07, 3.41e-08]    [1.55e-06, 2.53e-06, 2.13e-06, 2.38e-06, 2.42e-06, 3.89e-07, 2.70e-07, 7.57e-07, 4.14e-08, 1.20e-07, 1.61e-06, 1.36e-06, 8.69e-07, 1.56e-06, 5.87e-10, 9.72e-10, 1.54e-09, 1.55e-09, 5.85e-08, 2.56e-09, 3.48e-07, 3.41e-08]    []  
154900    [1.62e-06, 2.62e-06, 2.17e-06, 2.43e-06, 2.53e-06, 4.06e-07, 3.13e-07, 1.35e-06, 2.01e-08, 1.08e-07, 1.89e-06, 3.35e-06, 2.23e-06, 3.68e-07, 0.00e+00, 0.00e+00, 1.25e-08, 1.32e-08, 0.00e+00, 0.00e+00, 2.07e-06, 1.23e-07]    [1.62e-06, 2.62e-06, 2.17e-06, 2.43e-06, 2.53e-06, 4.06e-07, 3.13e-07, 1.35e-06, 2.01e-08, 1.08e-07, 1.89e-06, 3.35e-06, 2.23e-06, 3.68e-07, 0.00e+00, 0.00e+00, 1.25e-08, 1.32e-08, 0.00e+00, 0.00e+00, 2.07e-06, 1.23e-07]    []  
155000    [8.39e-06, 3.04e-06, 2.37e-06, 3.25e-06, 3.27e-06, 1.11e-06, 7.49e-07, 5.40e-06, 2.81e-05, 2.60e-05, 7.06e-05, 2.83e-04, 4.46e-04, 1.33e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.88e-06, 3.20e-05]    [8.39e-06, 3.04e-06, 2.37e-06, 3.25e-06, 3.27e-06, 1.11e-06, 7.49e-07, 5.40e-06, 2.81e-05, 2.60e-05, 7.06e-05, 2.83e-04, 4.46e-04, 1.33e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.88e-06, 3.20e-05]    []  
155100    [1.69e-06, 2.44e-06, 2.08e-06, 2.26e-06, 2.34e-06, 4.56e-07, 3.06e-07, 3.38e-06, 4.77e-08, 8.14e-08, 1.67e-06, 1.12e-06, 8.05e-07, 4.66e-08, 3.87e-09, 5.73e-09, 4.01e-09, 4.53e-09, 0.00e+00, 0.00e+00, 4.61e-06, 2.12e-07]    [1.69e-06, 2.44e-06, 2.08e-06, 2.26e-06, 2.34e-06, 4.56e-07, 3.06e-07, 3.38e-06, 4.77e-08, 8.14e-08, 1.67e-06, 1.12e-06, 8.05e-07, 4.66e-08, 3.87e-09, 5.73e-09, 4.01e-09, 4.53e-09, 0.00e+00, 0.00e+00, 4.61e-06, 2.12e-07]    []  
155200    [1.98e-06, 2.59e-06, 2.17e-06, 2.41e-06, 2.47e-06, 4.03e-07, 2.93e-07, 9.95e-08, 1.43e-07, 2.67e-07, 1.90e-06, 3.11e-06, 1.66e-06, 3.80e-06, 2.14e-08, 3.02e-08, 5.14e-08, 5.29e-08, 0.00e+00, 0.00e+00, 3.16e-07, 3.22e-07]    [1.98e-06, 2.59e-06, 2.17e-06, 2.41e-06, 2.47e-06, 4.03e-07, 2.93e-07, 9.95e-08, 1.43e-07, 2.67e-07, 1.90e-06, 3.11e-06, 1.66e-06, 3.80e-06, 2.14e-08, 3.02e-08, 5.14e-08, 5.29e-08, 0.00e+00, 0.00e+00, 3.16e-07, 3.22e-07]    []  
155300    [4.58e-06, 3.01e-06, 2.29e-06, 2.85e-06, 2.76e-06, 7.63e-07, 4.87e-07, 7.76e-05, 3.51e-05, 3.02e-05, 2.58e-05, 1.33e-04, 1.59e-04, 7.44e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-05, 0.00e+00, 7.03e-05, 3.90e-05]    [4.58e-06, 3.01e-06, 2.29e-06, 2.85e-06, 2.76e-06, 7.63e-07, 4.87e-07, 7.76e-05, 3.51e-05, 3.02e-05, 2.58e-05, 1.33e-04, 1.59e-04, 7.44e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-05, 0.00e+00, 7.03e-05, 3.90e-05]    []  
155400    [5.16e-06, 2.95e-06, 2.52e-06, 1.95e-06, 2.39e-06, 6.18e-07, 5.34e-07, 2.47e-06, 1.88e-07, 3.24e-06, 1.37e-05, 2.95e-05, 9.34e-05, 2.32e-04, 1.14e-06, 9.18e-07, 1.01e-07, 9.38e-08, 1.99e-07, 7.27e-09, 1.25e-06, 3.58e-08]    [5.16e-06, 2.95e-06, 2.52e-06, 1.95e-06, 2.39e-06, 6.18e-07, 5.34e-07, 2.47e-06, 1.88e-07, 3.24e-06, 1.37e-05, 2.95e-05, 9.34e-05, 2.32e-04, 1.14e-06, 9.18e-07, 1.01e-07, 9.38e-08, 1.99e-07, 7.27e-09, 1.25e-06, 3.58e-08]    []  
155500    [1.67e-06, 2.43e-06, 2.05e-06, 2.23e-06, 2.31e-06, 5.12e-07, 3.47e-07, 1.88e-07, 2.47e-08, 7.57e-09, 1.41e-06, 9.15e-07, 6.39e-07, 5.48e-08, 6.56e-09, 8.46e-09, 5.83e-09, 6.63e-09, 1.04e-08, 0.00e+00, 5.74e-08, 1.63e-07]    [1.67e-06, 2.43e-06, 2.05e-06, 2.23e-06, 2.31e-06, 5.12e-07, 3.47e-07, 1.88e-07, 2.47e-08, 7.57e-09, 1.41e-06, 9.15e-07, 6.39e-07, 5.48e-08, 6.56e-09, 8.46e-09, 5.83e-09, 6.63e-09, 1.04e-08, 0.00e+00, 5.74e-08, 1.63e-07]    []  
155600    [1.82e-06, 2.44e-06, 2.05e-06, 2.16e-06, 2.32e-06, 7.63e-07, 5.79e-07, 5.29e-07, 6.02e-07, 7.52e-06, 4.17e-06, 8.00e-06, 9.69e-06, 2.65e-05, 1.01e-07, 1.47e-07, 0.00e+00, 0.00e+00, 3.55e-08, 4.81e-08, 1.68e-07, 2.92e-07]    [1.82e-06, 2.44e-06, 2.05e-06, 2.16e-06, 2.32e-06, 7.63e-07, 5.79e-07, 5.29e-07, 6.02e-07, 7.52e-06, 4.17e-06, 8.00e-06, 9.69e-06, 2.65e-05, 1.01e-07, 1.47e-07, 0.00e+00, 0.00e+00, 3.55e-08, 4.81e-08, 1.68e-07, 2.92e-07]    []  
155700    [1.89e-06, 2.38e-06, 2.02e-06, 2.11e-06, 2.28e-06, 7.07e-07, 4.81e-07, 4.83e-07, 1.22e-06, 1.16e-09, 1.33e-06, 8.46e-07, 5.42e-07, 5.31e-08, 3.65e-09, 4.54e-09, 7.90e-09, 8.36e-09, 3.13e-08, 1.17e-07, 1.42e-07, 7.38e-07]    [1.89e-06, 2.38e-06, 2.02e-06, 2.11e-06, 2.28e-06, 7.07e-07, 4.81e-07, 4.83e-07, 1.22e-06, 1.16e-09, 1.33e-06, 8.46e-07, 5.42e-07, 5.31e-08, 3.65e-09, 4.54e-09, 7.90e-09, 8.36e-09, 3.13e-08, 1.17e-07, 1.42e-07, 7.38e-07]    []  
155800    [3.59e-06, 2.89e-06, 2.48e-06, 2.07e-06, 2.38e-06, 6.09e-07, 5.39e-07, 1.40e-06, 4.55e-08, 2.67e-06, 1.09e-05, 2.84e-05, 8.86e-05, 1.91e-04, 7.31e-07, 9.01e-07, 7.04e-07, 8.13e-07, 0.00e+00, 1.62e-09, 2.71e-06, 6.02e-08]    [3.59e-06, 2.89e-06, 2.48e-06, 2.07e-06, 2.38e-06, 6.09e-07, 5.39e-07, 1.40e-06, 4.55e-08, 2.67e-06, 1.09e-05, 2.84e-05, 8.86e-05, 1.91e-04, 7.31e-07, 9.01e-07, 7.04e-07, 8.13e-07, 0.00e+00, 1.62e-09, 2.71e-06, 6.02e-08]    []  
155900    [1.66e-06, 2.44e-06, 2.05e-06, 2.26e-06, 2.27e-06, 5.18e-07, 3.36e-07, 3.31e-07, 2.77e-07, 2.80e-08, 1.41e-06, 9.41e-07, 7.39e-07, 1.32e-07, 5.33e-09, 7.37e-09, 8.95e-09, 9.02e-09, 2.00e-08, 1.76e-08, 8.12e-08, 8.18e-08]    [1.66e-06, 2.44e-06, 2.05e-06, 2.26e-06, 2.27e-06, 5.18e-07, 3.36e-07, 3.31e-07, 2.77e-07, 2.80e-08, 1.41e-06, 9.41e-07, 7.39e-07, 1.32e-07, 5.33e-09, 7.37e-09, 8.95e-09, 9.02e-09, 2.00e-08, 1.76e-08, 8.12e-08, 8.18e-08]    []  
156000    [1.40e-05, 3.25e-06, 2.58e-06, 3.57e-06, 3.63e-06, 1.45e-06, 9.42e-07, 1.50e-08, 5.80e-07, 9.65e-05, 8.72e-05, 4.46e-04, 6.04e-04, 2.65e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.35e-08, 2.07e-07, 2.74e-07]    [1.40e-05, 3.25e-06, 2.58e-06, 3.57e-06, 3.63e-06, 1.45e-06, 9.42e-07, 1.50e-08, 5.80e-07, 9.65e-05, 8.72e-05, 4.46e-04, 6.04e-04, 2.65e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.35e-08, 2.07e-07, 2.74e-07]    []  

Best model at step 123065:
  train loss: 1.11e-05
  test loss: 1.11e-05
  test metric: []

'train' took 49.941047 s

Best train step: 123065
lambda_a: 7.020890697676293
lambda_b: 6.151070865302765
kappa_a: 1.6561445527641405
kappa_b: 1.492842383565811
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
156000    [1.40e-05, 3.25e-06, 2.58e-06, 3.57e-06, 3.63e-06, 1.45e-06, 9.42e-07, 1.50e-08, 5.80e-07, 9.65e-05, 8.72e-05, 4.46e-04, 6.04e-04, 2.65e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.35e-08, 2.07e-07, 2.74e-07]    [1.40e-05, 3.25e-06, 2.58e-06, 3.57e-06, 3.63e-06, 1.45e-06, 9.42e-07, 1.50e-08, 5.80e-07, 9.65e-05, 8.72e-05, 4.46e-04, 6.04e-04, 2.65e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.35e-08, 2.07e-07, 2.74e-07]    []  
156100    [1.82e-06, 2.51e-06, 2.04e-06, 2.31e-06, 2.30e-06, 4.73e-07, 3.31e-07, 2.26e-06, 3.90e-05, 1.02e-06, 6.10e-06, 2.81e-06, 3.40e-06, 8.30e-07, 4.96e-09, 8.38e-09, 2.20e-09, 2.45e-09, 2.06e-07, 0.00e+00, 1.31e-06, 4.23e-05]    [1.82e-06, 2.51e-06, 2.04e-06, 2.31e-06, 2.30e-06, 4.73e-07, 3.31e-07, 2.26e-06, 3.90e-05, 1.02e-06, 6.10e-06, 2.81e-06, 3.40e-06, 8.30e-07, 4.96e-09, 8.38e-09, 2.20e-09, 2.45e-09, 2.06e-07, 0.00e+00, 1.31e-06, 4.23e-05]    []  
156200    [5.63e-06, 2.96e-06, 2.54e-06, 2.07e-06, 2.37e-06, 5.31e-07, 4.76e-07, 3.72e-09, 6.86e-06, 9.31e-06, 1.49e-05, 5.81e-05, 3.93e-05, 1.34e-04, 1.28e-06, 1.27e-06, 1.23e-06, 1.22e-06, 2.56e-10, 0.00e+00, 1.96e-07, 8.67e-06]    [5.63e-06, 2.96e-06, 2.54e-06, 2.07e-06, 2.37e-06, 5.31e-07, 4.76e-07, 3.72e-09, 6.86e-06, 9.31e-06, 1.49e-05, 5.81e-05, 3.93e-05, 1.34e-04, 1.28e-06, 1.27e-06, 1.23e-06, 1.22e-06, 2.56e-10, 0.00e+00, 1.96e-07, 8.67e-06]    []  
156300    [1.63e-06, 2.42e-06, 2.03e-06, 2.21e-06, 2.24e-06, 5.54e-07, 3.74e-07, 3.35e-08, 9.96e-07, 8.18e-08, 1.69e-06, 8.44e-07, 9.22e-07, 1.28e-07, 7.98e-09, 9.40e-09, 1.40e-08, 1.44e-08, 2.30e-09, 9.10e-08, 9.81e-08, 5.75e-07]    [1.63e-06, 2.42e-06, 2.03e-06, 2.21e-06, 2.24e-06, 5.54e-07, 3.74e-07, 3.35e-08, 9.96e-07, 8.18e-08, 1.69e-06, 8.44e-07, 9.22e-07, 1.28e-07, 7.98e-09, 9.40e-09, 1.40e-08, 1.44e-08, 2.30e-09, 9.10e-08, 9.81e-08, 5.75e-07]    []  
156400    [1.71e-06, 2.67e-06, 2.20e-06, 2.45e-06, 2.50e-06, 5.27e-07, 4.15e-07, 1.12e-06, 7.53e-08, 2.31e-12, 1.43e-06, 3.30e-06, 4.14e-06, 3.42e-07, 3.09e-09, 7.51e-09, 2.67e-08, 2.38e-08, 0.00e+00, 4.39e-09, 1.85e-06, 2.96e-08]    [1.71e-06, 2.67e-06, 2.20e-06, 2.45e-06, 2.50e-06, 5.27e-07, 4.15e-07, 1.12e-06, 7.53e-08, 2.31e-12, 1.43e-06, 3.30e-06, 4.14e-06, 3.42e-07, 3.09e-09, 7.51e-09, 2.67e-08, 2.38e-08, 0.00e+00, 4.39e-09, 1.85e-06, 2.96e-08]    []  
156500    [1.76e-06, 2.42e-06, 2.02e-06, 2.17e-06, 2.23e-06, 6.09e-07, 3.95e-07, 5.37e-06, 1.88e-07, 6.76e-08, 2.42e-06, 1.14e-06, 2.63e-06, 1.23e-06, 3.45e-08, 3.80e-08, 5.34e-08, 5.48e-08, 6.33e-07, 1.14e-08, 3.89e-06, 4.36e-08]    [1.76e-06, 2.42e-06, 2.02e-06, 2.17e-06, 2.23e-06, 6.09e-07, 3.95e-07, 5.37e-06, 1.88e-07, 6.76e-08, 2.42e-06, 1.14e-06, 2.63e-06, 1.23e-06, 3.45e-08, 3.80e-08, 5.34e-08, 5.48e-08, 6.33e-07, 1.14e-08, 3.89e-06, 4.36e-08]    []  
156600    [1.47e-06, 2.65e-06, 2.19e-06, 2.48e-06, 2.49e-06, 5.32e-07, 4.26e-07, 1.25e-06, 2.49e-08, 9.40e-09, 1.30e-06, 2.32e-06, 2.25e-06, 2.05e-06, 0.00e+00, 6.38e-13, 3.41e-10, 4.29e-10, 0.00e+00, 0.00e+00, 2.08e-06, 1.48e-07]    [1.47e-06, 2.65e-06, 2.19e-06, 2.48e-06, 2.49e-06, 5.32e-07, 4.26e-07, 1.25e-06, 2.49e-08, 9.40e-09, 1.30e-06, 2.32e-06, 2.25e-06, 2.05e-06, 0.00e+00, 6.38e-13, 3.41e-10, 4.29e-10, 0.00e+00, 0.00e+00, 2.08e-06, 1.48e-07]    []  
156700    [8.77e-06, 2.62e-06, 1.93e-06, 2.87e-06, 2.75e-06, 1.03e-06, 6.44e-07, 3.02e-06, 5.73e-05, 3.30e-05, 5.11e-05, 1.57e-04, 1.41e-04, 4.98e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.83e-06, 6.19e-05]    [8.77e-06, 2.62e-06, 1.93e-06, 2.87e-06, 2.75e-06, 1.03e-06, 6.44e-07, 3.02e-06, 5.73e-05, 3.30e-05, 5.11e-05, 1.57e-04, 1.41e-04, 4.98e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.83e-06, 6.19e-05]    []  
156800    [1.80e-06, 2.48e-06, 2.05e-06, 2.26e-06, 2.26e-06, 5.32e-07, 3.51e-07, 3.77e-07, 9.98e-08, 3.11e-08, 1.14e-06, 8.77e-07, 6.41e-07, 1.44e-07, 1.87e-09, 4.09e-09, 5.57e-09, 5.68e-09, 2.33e-08, 5.93e-09, 9.31e-08, 3.48e-08]    [1.80e-06, 2.48e-06, 2.05e-06, 2.26e-06, 2.26e-06, 5.32e-07, 3.51e-07, 3.77e-07, 9.98e-08, 3.11e-08, 1.14e-06, 8.77e-07, 6.41e-07, 1.44e-07, 1.87e-09, 4.09e-09, 5.57e-09, 5.68e-09, 2.33e-08, 5.93e-09, 9.31e-08, 3.48e-08]    []  
156900    [4.69e-06, 3.04e-06, 2.52e-06, 1.96e-06, 2.52e-06, 8.08e-07, 6.45e-07, 1.37e-07, 1.28e-07, 2.51e-06, 1.44e-05, 1.88e-05, 5.30e-05, 8.38e-05, 1.83e-07, 1.57e-07, 1.31e-08, 7.01e-09, 4.97e-09, 0.00e+00, 1.23e-07, 4.75e-07]    [4.69e-06, 3.04e-06, 2.52e-06, 1.96e-06, 2.52e-06, 8.08e-07, 6.45e-07, 1.37e-07, 1.28e-07, 2.51e-06, 1.44e-05, 1.88e-05, 5.30e-05, 8.38e-05, 1.83e-07, 1.57e-07, 1.31e-08, 7.01e-09, 4.97e-09, 0.00e+00, 1.23e-07, 4.75e-07]    []  
157000    [1.30e-06, 2.63e-06, 1.96e-06, 2.28e-06, 2.22e-06, 5.41e-07, 3.52e-07, 1.47e-04, 7.21e-05, 1.22e-05, 3.73e-05, 1.43e-05, 1.89e-05, 1.71e-05, 0.00e+00, 0.00e+00, 2.10e-08, 1.70e-08, 2.95e-05, 0.00e+00, 1.36e-04, 7.72e-05]    [1.30e-06, 2.63e-06, 1.96e-06, 2.28e-06, 2.22e-06, 5.41e-07, 3.52e-07, 1.47e-04, 7.21e-05, 1.22e-05, 3.73e-05, 1.43e-05, 1.89e-05, 1.71e-05, 0.00e+00, 0.00e+00, 2.10e-08, 1.70e-08, 2.95e-05, 0.00e+00, 1.36e-04, 7.72e-05]    []  
157100    [3.56e-06, 2.81e-06, 2.22e-06, 1.96e-06, 2.55e-06, 8.15e-07, 7.03e-07, 1.20e-06, 1.33e-06, 4.49e-06, 5.28e-06, 2.29e-05, 8.07e-05, 8.88e-05, 2.73e-07, 2.65e-07, 1.98e-08, 1.47e-08, 8.26e-08, 1.27e-07, 4.94e-07, 7.91e-07]    [3.56e-06, 2.81e-06, 2.22e-06, 1.96e-06, 2.55e-06, 8.15e-07, 7.03e-07, 1.20e-06, 1.33e-06, 4.49e-06, 5.28e-06, 2.29e-05, 8.07e-05, 8.88e-05, 2.73e-07, 2.65e-07, 1.98e-08, 1.47e-08, 8.26e-08, 1.27e-07, 4.94e-07, 7.91e-07]    []  
157200    [1.64e-06, 2.44e-06, 1.99e-06, 2.23e-06, 2.23e-06, 5.83e-07, 3.89e-07, 1.24e-06, 3.14e-06, 2.67e-08, 1.18e-06, 1.03e-06, 1.03e-06, 4.88e-07, 2.29e-09, 3.10e-09, 1.09e-09, 1.15e-09, 9.15e-08, 0.00e+00, 5.39e-07, 4.12e-06]    [1.64e-06, 2.44e-06, 1.99e-06, 2.23e-06, 2.23e-06, 5.83e-07, 3.89e-07, 1.24e-06, 3.14e-06, 2.67e-08, 1.18e-06, 1.03e-06, 1.03e-06, 4.88e-07, 2.29e-09, 3.10e-09, 1.09e-09, 1.15e-09, 9.15e-08, 0.00e+00, 5.39e-07, 4.12e-06]    []  
157300    [1.55e-06, 2.67e-06, 2.18e-06, 2.35e-06, 2.50e-06, 5.80e-07, 4.60e-07, 5.63e-06, 3.06e-07, 1.35e-09, 1.22e-06, 2.86e-06, 2.70e-06, 2.99e-06, 0.00e+00, 0.00e+00, 3.50e-10, 2.52e-10, 0.00e+00, 1.97e-08, 7.34e-06, 1.05e-07]    [1.55e-06, 2.67e-06, 2.18e-06, 2.35e-06, 2.50e-06, 5.80e-07, 4.60e-07, 5.63e-06, 3.06e-07, 1.35e-09, 1.22e-06, 2.86e-06, 2.70e-06, 2.99e-06, 0.00e+00, 0.00e+00, 3.50e-10, 2.52e-10, 0.00e+00, 1.97e-08, 7.34e-06, 1.05e-07]    []  
157400    [1.47e-06, 2.41e-06, 1.97e-06, 2.21e-06, 2.25e-06, 6.81e-07, 4.37e-07, 8.35e-09, 5.20e-08, 4.38e-07, 2.65e-06, 5.64e-06, 9.23e-06, 2.44e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.28e-10, 0.00e+00, 1.42e-07, 2.42e-07]    [1.47e-06, 2.41e-06, 1.97e-06, 2.21e-06, 2.25e-06, 6.81e-07, 4.37e-07, 8.35e-09, 5.20e-08, 4.38e-07, 2.65e-06, 5.64e-06, 9.23e-06, 2.44e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.28e-10, 0.00e+00, 1.42e-07, 2.42e-07]    []  
157500    [1.64e-06, 2.52e-06, 2.09e-06, 2.26e-06, 2.33e-06, 5.38e-07, 4.13e-07, 4.58e-05, 7.80e-06, 6.19e-07, 2.74e-06, 2.51e-06, 1.93e-06, 5.24e-07, 1.02e-09, 3.55e-09, 3.59e-09, 4.49e-09, 0.00e+00, 0.00e+00, 5.12e-05, 9.25e-06]    [1.64e-06, 2.52e-06, 2.09e-06, 2.26e-06, 2.33e-06, 5.38e-07, 4.13e-07, 4.58e-05, 7.80e-06, 6.19e-07, 2.74e-06, 2.51e-06, 1.93e-06, 5.24e-07, 1.02e-09, 3.55e-09, 3.59e-09, 4.49e-09, 0.00e+00, 0.00e+00, 5.12e-05, 9.25e-06]    []  
157600    [7.27e-06, 2.85e-06, 2.34e-06, 1.83e-06, 2.13e-06, 1.01e-06, 7.44e-07, 4.21e-06, 2.51e-06, 1.94e-05, 3.16e-05, 8.94e-05, 3.02e-04, 7.14e-04, 6.16e-06, 7.30e-06, 3.12e-06, 3.32e-06, 0.00e+00, 0.00e+00, 5.95e-06, 3.37e-06]    [7.27e-06, 2.85e-06, 2.34e-06, 1.83e-06, 2.13e-06, 1.01e-06, 7.44e-07, 4.21e-06, 2.51e-06, 1.94e-05, 3.16e-05, 8.94e-05, 3.02e-04, 7.14e-04, 6.16e-06, 7.30e-06, 3.12e-06, 3.32e-06, 0.00e+00, 0.00e+00, 5.95e-06, 3.37e-06]    []  
157700    [1.71e-06, 2.50e-06, 1.98e-06, 2.23e-06, 2.29e-06, 5.64e-07, 4.03e-07, 7.96e-06, 3.80e-05, 6.13e-07, 6.17e-06, 2.87e-06, 4.66e-06, 1.12e-07, 1.25e-09, 2.44e-09, 7.56e-11, 7.81e-11, 9.72e-07, 0.00e+00, 5.84e-06, 4.11e-05]    [1.71e-06, 2.50e-06, 1.98e-06, 2.23e-06, 2.29e-06, 5.64e-07, 4.03e-07, 7.96e-06, 3.80e-05, 6.13e-07, 6.17e-06, 2.87e-06, 4.66e-06, 1.12e-07, 1.25e-09, 2.44e-09, 7.56e-11, 7.81e-11, 9.72e-07, 0.00e+00, 5.84e-06, 4.11e-05]    []  
157800    [1.64e-06, 2.74e-06, 2.23e-06, 2.53e-06, 2.63e-06, 5.17e-07, 4.05e-07, 2.46e-07, 5.11e-07, 3.13e-09, 1.94e-06, 1.23e-05, 2.70e-05, 1.46e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.54e-08, 4.04e-08, 7.71e-08, 2.42e-07]    [1.64e-06, 2.74e-06, 2.23e-06, 2.53e-06, 2.63e-06, 5.17e-07, 4.05e-07, 2.46e-07, 5.11e-07, 3.13e-09, 1.94e-06, 1.23e-05, 2.70e-05, 1.46e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.54e-08, 4.04e-08, 7.71e-08, 2.42e-07]    []  
157900    [3.69e-06, 2.44e-06, 2.05e-06, 2.11e-06, 2.22e-06, 6.43e-07, 4.47e-07, 1.21e-07, 3.10e-07, 7.57e-06, 7.75e-06, 2.58e-05, 4.13e-05, 1.65e-04, 1.79e-06, 1.81e-06, 1.13e-06, 1.13e-06, 7.56e-09, 0.00e+00, 8.23e-08, 5.98e-07]    [3.69e-06, 2.44e-06, 2.05e-06, 2.11e-06, 2.22e-06, 6.43e-07, 4.47e-07, 1.21e-07, 3.10e-07, 7.57e-06, 7.75e-06, 2.58e-05, 4.13e-05, 1.65e-04, 1.79e-06, 1.81e-06, 1.13e-06, 1.13e-06, 7.56e-09, 0.00e+00, 8.23e-08, 5.98e-07]    []  
158000    [1.58e-06, 2.50e-06, 2.03e-06, 2.21e-06, 2.32e-06, 5.44e-07, 3.92e-07, 8.96e-08, 5.02e-09, 5.63e-08, 9.25e-07, 1.40e-06, 1.29e-06, 3.49e-07, 1.05e-09, 2.62e-09, 5.87e-09, 7.04e-09, 4.95e-09, 2.87e-10, 8.18e-08, 4.03e-08]    [1.58e-06, 2.50e-06, 2.03e-06, 2.21e-06, 2.32e-06, 5.44e-07, 3.92e-07, 8.96e-08, 5.02e-09, 5.63e-08, 9.25e-07, 1.40e-06, 1.29e-06, 3.49e-07, 1.05e-09, 2.62e-09, 5.87e-09, 7.04e-09, 4.95e-09, 2.87e-10, 8.18e-08, 4.03e-08]    []  

Best model at step 123065:
  train loss: 1.11e-05
  test loss: 1.11e-05
  test metric: []

'train' took 46.385158 s

Best train step: 123065
lambda_a: 7.020890697676293
lambda_b: 6.151070865302765
kappa_a: 1.6561445527641405
kappa_b: 1.492842383565811
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
158000    [1.58e-06, 2.50e-06, 2.03e-06, 2.21e-06, 2.32e-06, 5.44e-07, 3.92e-07, 8.96e-08, 5.02e-09, 5.63e-08, 9.25e-07, 1.40e-06, 1.29e-06, 3.49e-07, 1.05e-09, 2.62e-09, 5.87e-09, 7.04e-09, 4.95e-09, 2.87e-10, 8.18e-08, 4.03e-08]    [1.58e-06, 2.50e-06, 2.03e-06, 2.21e-06, 2.32e-06, 5.44e-07, 3.92e-07, 8.96e-08, 5.02e-09, 5.63e-08, 9.25e-07, 1.40e-06, 1.29e-06, 3.49e-07, 1.05e-09, 2.62e-09, 5.87e-09, 7.04e-09, 4.95e-09, 2.87e-10, 8.18e-08, 4.03e-08]    []  
158100    [2.36e-06, 2.57e-06, 2.03e-06, 2.11e-06, 2.40e-06, 5.41e-07, 3.90e-07, 2.04e-06, 4.60e-08, 6.86e-07, 2.60e-06, 4.37e-06, 7.85e-06, 2.28e-05, 8.44e-08, 8.43e-08, 1.34e-07, 1.27e-07, 1.84e-07, 0.00e+00, 1.15e-06, 1.94e-07]    [2.36e-06, 2.57e-06, 2.03e-06, 2.11e-06, 2.40e-06, 5.41e-07, 3.90e-07, 2.04e-06, 4.60e-08, 6.86e-07, 2.60e-06, 4.37e-06, 7.85e-06, 2.28e-05, 8.44e-08, 8.43e-08, 1.34e-07, 1.27e-07, 1.84e-07, 0.00e+00, 1.15e-06, 1.94e-07]    []  
158200    [1.93e-06, 2.68e-06, 2.06e-06, 2.28e-06, 2.47e-06, 5.67e-07, 4.11e-07, 5.12e-08, 8.10e-08, 4.12e-07, 2.30e-06, 2.63e-06, 2.58e-06, 1.73e-06, 1.12e-08, 2.55e-08, 2.52e-09, 2.40e-09, 2.38e-09, 3.99e-09, 8.89e-08, 2.57e-08]    [1.93e-06, 2.68e-06, 2.06e-06, 2.28e-06, 2.47e-06, 5.67e-07, 4.11e-07, 5.12e-08, 8.10e-08, 4.12e-07, 2.30e-06, 2.63e-06, 2.58e-06, 1.73e-06, 1.12e-08, 2.55e-08, 2.52e-09, 2.40e-09, 2.38e-09, 3.99e-09, 8.89e-08, 2.57e-08]    []  
158300    [1.69e-06, 2.42e-06, 1.99e-06, 2.13e-06, 2.25e-06, 5.54e-07, 3.52e-07, 8.16e-07, 8.30e-07, 1.15e-07, 9.94e-07, 1.03e-06, 2.04e-06, 2.70e-06, 3.90e-08, 4.49e-08, 5.00e-08, 5.32e-08, 0.00e+00, 7.01e-08, 1.66e-06, 4.36e-07]    [1.69e-06, 2.42e-06, 1.99e-06, 2.13e-06, 2.25e-06, 5.54e-07, 3.52e-07, 8.16e-07, 8.30e-07, 1.15e-07, 9.94e-07, 1.03e-06, 2.04e-06, 2.70e-06, 3.90e-08, 4.49e-08, 5.00e-08, 5.32e-08, 0.00e+00, 7.01e-08, 1.66e-06, 4.36e-07]    []  
158400    [1.74e-06, 2.39e-06, 1.92e-06, 2.10e-06, 2.22e-06, 5.78e-07, 3.44e-07, 3.83e-07, 8.61e-05, 5.42e-07, 2.04e-06, 1.84e-06, 2.22e-06, 6.48e-07, 4.33e-13, 1.08e-10, 1.07e-08, 1.20e-08, 0.00e+00, 0.00e+00, 9.59e-07, 9.03e-05]    [1.74e-06, 2.39e-06, 1.92e-06, 2.10e-06, 2.22e-06, 5.78e-07, 3.44e-07, 3.83e-07, 8.61e-05, 5.42e-07, 2.04e-06, 1.84e-06, 2.22e-06, 6.48e-07, 4.33e-13, 1.08e-10, 1.07e-08, 1.20e-08, 0.00e+00, 0.00e+00, 9.59e-07, 9.03e-05]    []  
158500    [1.64e-06, 2.35e-06, 1.92e-06, 2.09e-06, 2.17e-06, 6.44e-07, 4.08e-07, 2.45e-07, 1.38e-08, 2.66e-08, 1.05e-06, 8.27e-07, 1.50e-06, 1.22e-06, 2.29e-08, 2.65e-08, 3.28e-08, 3.46e-08, 0.00e+00, 8.31e-10, 7.97e-07, 4.44e-08]    [1.64e-06, 2.35e-06, 1.92e-06, 2.09e-06, 2.17e-06, 6.44e-07, 4.08e-07, 2.45e-07, 1.38e-08, 2.66e-08, 1.05e-06, 8.27e-07, 1.50e-06, 1.22e-06, 2.29e-08, 2.65e-08, 3.28e-08, 3.46e-08, 0.00e+00, 8.31e-10, 7.97e-07, 4.44e-08]    []  
158600    [1.71e-06, 2.63e-06, 2.00e-06, 2.26e-06, 2.39e-06, 5.46e-07, 3.85e-07, 2.01e-07, 3.59e-07, 3.26e-09, 1.37e-06, 2.53e-06, 3.13e-06, 7.09e-07, 3.22e-09, 6.18e-09, 2.27e-08, 2.29e-08, 0.00e+00, 0.00e+00, 6.29e-07, 6.46e-07]    [1.71e-06, 2.63e-06, 2.00e-06, 2.26e-06, 2.39e-06, 5.46e-07, 3.85e-07, 2.01e-07, 3.59e-07, 3.26e-09, 1.37e-06, 2.53e-06, 3.13e-06, 7.09e-07, 3.22e-09, 6.18e-09, 2.27e-08, 2.29e-08, 0.00e+00, 0.00e+00, 6.29e-07, 6.46e-07]    []  
158700    [1.38e-06, 2.49e-06, 1.96e-06, 2.12e-06, 2.28e-06, 5.48e-07, 3.42e-07, 6.49e-07, 1.67e-07, 4.99e-07, 3.45e-06, 2.36e-06, 2.75e-06, 1.27e-06, 2.16e-09, 2.57e-09, 1.40e-08, 1.35e-08, 0.00e+00, 0.00e+00, 1.48e-06, 4.38e-07]    [1.38e-06, 2.49e-06, 1.96e-06, 2.12e-06, 2.28e-06, 5.48e-07, 3.42e-07, 6.49e-07, 1.67e-07, 4.99e-07, 3.45e-06, 2.36e-06, 2.75e-06, 1.27e-06, 2.16e-09, 2.57e-09, 1.40e-08, 1.35e-08, 0.00e+00, 0.00e+00, 1.48e-06, 4.38e-07]    []  
158800    [2.34e-06, 2.57e-06, 1.99e-06, 1.86e-06, 2.38e-06, 4.89e-07, 3.48e-07, 1.64e-07, 6.56e-07, 1.99e-06, 6.21e-06, 1.68e-05, 2.68e-05, 1.49e-05, 0.00e+00, 0.00e+00, 1.42e-09, 6.95e-10, 0.00e+00, 5.30e-08, 6.24e-07, 3.27e-07]    [2.34e-06, 2.57e-06, 1.99e-06, 1.86e-06, 2.38e-06, 4.89e-07, 3.48e-07, 1.64e-07, 6.56e-07, 1.99e-06, 6.21e-06, 1.68e-05, 2.68e-05, 1.49e-05, 0.00e+00, 0.00e+00, 1.42e-09, 6.95e-10, 0.00e+00, 5.30e-08, 6.24e-07, 3.27e-07]    []  
158900    [1.52e-06, 2.36e-06, 1.95e-06, 2.10e-06, 2.24e-06, 5.99e-07, 3.70e-07, 5.24e-07, 1.93e-08, 8.68e-09, 6.88e-07, 6.99e-07, 4.06e-07, 3.73e-08, 3.87e-09, 5.89e-09, 5.46e-09, 5.64e-09, 0.00e+00, 1.19e-09, 1.23e-06, 4.01e-08]    [1.52e-06, 2.36e-06, 1.95e-06, 2.10e-06, 2.24e-06, 5.99e-07, 3.70e-07, 5.24e-07, 1.93e-08, 8.68e-09, 6.88e-07, 6.99e-07, 4.06e-07, 3.73e-08, 3.87e-09, 5.89e-09, 5.46e-09, 5.64e-09, 0.00e+00, 1.19e-09, 1.23e-06, 4.01e-08]    []  
159000    [3.38e-06, 2.94e-06, 2.10e-06, 2.34e-06, 2.47e-06, 9.38e-07, 5.39e-07, 1.42e-05, 1.56e-06, 1.26e-05, 1.25e-05, 7.46e-05, 7.88e-05, 3.49e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-07, 1.85e-05, 8.66e-07]    [3.38e-06, 2.94e-06, 2.10e-06, 2.34e-06, 2.47e-06, 9.38e-07, 5.39e-07, 1.42e-05, 1.56e-06, 1.26e-05, 1.25e-05, 7.46e-05, 7.88e-05, 3.49e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-07, 1.85e-05, 8.66e-07]    []  
159100    [1.43e-06, 2.52e-06, 1.94e-06, 2.17e-06, 2.29e-06, 5.23e-07, 3.18e-07, 2.24e-07, 3.48e-07, 2.75e-08, 8.51e-07, 1.10e-06, 9.98e-07, 9.81e-08, 4.70e-09, 7.28e-09, 8.97e-09, 9.24e-09, 1.82e-08, 0.00e+00, 8.26e-08, 6.44e-07]    [1.43e-06, 2.52e-06, 1.94e-06, 2.17e-06, 2.29e-06, 5.23e-07, 3.18e-07, 2.24e-07, 3.48e-07, 2.75e-08, 8.51e-07, 1.10e-06, 9.98e-07, 9.81e-08, 4.70e-09, 7.28e-09, 8.97e-09, 9.24e-09, 1.82e-08, 0.00e+00, 8.26e-08, 6.44e-07]    []  
159200    [1.64e-06, 2.63e-06, 2.00e-06, 2.23e-06, 2.46e-06, 4.97e-07, 3.21e-07, 3.16e-07, 2.61e-06, 2.27e-07, 1.62e-06, 4.99e-06, 8.97e-06, 3.59e-06, 0.00e+00, 7.18e-12, 8.75e-13, 6.84e-11, 1.89e-08, 0.00e+00, 8.24e-08, 3.25e-06]    [1.64e-06, 2.63e-06, 2.00e-06, 2.23e-06, 2.46e-06, 4.97e-07, 3.21e-07, 3.16e-07, 2.61e-06, 2.27e-07, 1.62e-06, 4.99e-06, 8.97e-06, 3.59e-06, 0.00e+00, 7.18e-12, 8.75e-13, 6.84e-11, 1.89e-08, 0.00e+00, 8.24e-08, 3.25e-06]    []  
159300    [1.84e-06, 2.38e-06, 1.96e-06, 2.07e-06, 2.27e-06, 5.48e-07, 3.38e-07, 2.77e-07, 6.40e-09, 1.52e-06, 1.78e-06, 3.16e-06, 1.92e-06, 1.49e-05, 1.29e-07, 1.33e-07, 8.21e-08, 8.91e-08, 0.00e+00, 0.00e+00, 7.37e-07, 9.47e-08]    [1.84e-06, 2.38e-06, 1.96e-06, 2.07e-06, 2.27e-06, 5.48e-07, 3.38e-07, 2.77e-07, 6.40e-09, 1.52e-06, 1.78e-06, 3.16e-06, 1.92e-06, 1.49e-05, 1.29e-07, 1.33e-07, 8.21e-08, 8.91e-08, 0.00e+00, 0.00e+00, 7.37e-07, 9.47e-08]    []  
159400    [1.62e-06, 2.35e-06, 1.98e-06, 2.13e-06, 2.27e-06, 5.28e-07, 3.29e-07, 1.68e-07, 4.88e-07, 2.29e-07, 9.68e-07, 2.20e-06, 2.10e-06, 6.42e-08, 5.04e-10, 2.66e-09, 2.37e-08, 1.93e-08, 0.00e+00, 0.00e+00, 5.46e-07, 7.91e-07]    [1.62e-06, 2.35e-06, 1.98e-06, 2.13e-06, 2.27e-06, 5.28e-07, 3.29e-07, 1.68e-07, 4.88e-07, 2.29e-07, 9.68e-07, 2.20e-06, 2.10e-06, 6.42e-08, 5.04e-10, 2.66e-09, 2.37e-08, 1.93e-08, 0.00e+00, 0.00e+00, 5.46e-07, 7.91e-07]    []  
159500    [1.63e-05, 3.38e-06, 2.81e-06, 2.92e-06, 2.83e-06, 1.35e-06, 8.78e-07, 1.85e-06, 1.09e-05, 1.05e-04, 1.05e-04, 3.49e-04, 4.73e-04, 2.43e-03, 2.89e-05, 3.07e-05, 1.17e-05, 1.08e-05, 0.00e+00, 1.87e-06, 2.81e-06, 9.62e-06]    [1.63e-05, 3.38e-06, 2.81e-06, 2.92e-06, 2.83e-06, 1.35e-06, 8.78e-07, 1.85e-06, 1.09e-05, 1.05e-04, 1.05e-04, 3.49e-04, 4.73e-04, 2.43e-03, 2.89e-05, 3.07e-05, 1.17e-05, 1.08e-05, 0.00e+00, 1.87e-06, 2.81e-06, 9.62e-06]    []  
159600    [1.46e-06, 2.52e-06, 1.94e-06, 2.14e-06, 2.31e-06, 5.18e-07, 3.15e-07, 1.62e-05, 3.74e-09, 3.35e-07, 2.36e-06, 1.37e-06, 2.63e-06, 2.46e-07, 1.66e-08, 2.22e-08, 3.26e-08, 3.23e-08, 2.43e-06, 2.13e-12, 1.38e-05, 7.45e-08]    [1.46e-06, 2.52e-06, 1.94e-06, 2.14e-06, 2.31e-06, 5.18e-07, 3.15e-07, 1.62e-05, 3.74e-09, 3.35e-07, 2.36e-06, 1.37e-06, 2.63e-06, 2.46e-07, 1.66e-08, 2.22e-08, 3.26e-08, 3.23e-08, 2.43e-06, 2.13e-12, 1.38e-05, 7.45e-08]    []  
159700    [1.60e-06, 2.57e-06, 1.93e-06, 2.19e-06, 2.32e-06, 4.83e-07, 3.02e-07, 1.10e-07, 1.60e-07, 5.92e-08, 8.29e-07, 1.46e-06, 1.36e-06, 1.49e-06, 8.58e-09, 1.65e-08, 2.05e-08, 2.22e-08, 9.46e-09, 1.09e-08, 7.61e-08, 4.90e-08]    [1.60e-06, 2.57e-06, 1.93e-06, 2.19e-06, 2.32e-06, 4.83e-07, 3.02e-07, 1.10e-07, 1.60e-07, 5.92e-08, 8.29e-07, 1.46e-06, 1.36e-06, 1.49e-06, 8.58e-09, 1.65e-08, 2.05e-08, 2.22e-08, 9.46e-09, 1.09e-08, 7.61e-08, 4.90e-08]    []  
159800    [2.51e-06, 2.61e-06, 1.95e-06, 1.96e-06, 2.53e-06, 3.88e-07, 2.54e-07, 9.50e-06, 4.29e-05, 3.59e-07, 6.42e-06, 5.81e-05, 1.29e-04, 6.44e-05, 4.09e-09, 2.20e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.23e-05, 4.64e-05]    [2.51e-06, 2.61e-06, 1.95e-06, 1.96e-06, 2.53e-06, 3.88e-07, 2.54e-07, 9.50e-06, 4.29e-05, 3.59e-07, 6.42e-06, 5.81e-05, 1.29e-04, 6.44e-05, 4.09e-09, 2.20e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.23e-05, 4.64e-05]    []  
159900    [1.40e-06, 2.38e-06, 1.92e-06, 2.04e-06, 2.27e-06, 5.70e-07, 3.45e-07, 6.86e-07, 2.64e-08, 1.82e-08, 6.96e-07, 6.33e-07, 4.77e-07, 6.33e-08, 4.48e-09, 6.43e-09, 6.88e-09, 7.04e-09, 5.09e-08, 1.86e-09, 2.55e-07, 2.82e-08]    [1.40e-06, 2.38e-06, 1.92e-06, 2.04e-06, 2.27e-06, 5.70e-07, 3.45e-07, 6.86e-07, 2.64e-08, 1.82e-08, 6.96e-07, 6.33e-07, 4.77e-07, 6.33e-08, 4.48e-09, 6.43e-09, 6.88e-09, 7.04e-09, 5.09e-08, 1.86e-09, 2.55e-07, 2.82e-08]    []  
160000    [3.13e-06, 2.89e-06, 2.08e-06, 2.05e-06, 2.49e-06, 5.08e-07, 3.43e-07, 6.94e-06, 4.35e-06, 2.66e-06, 5.33e-06, 1.09e-05, 1.90e-05, 6.58e-05, 2.67e-07, 2.00e-07, 4.04e-07, 4.28e-07, 0.00e+00, 0.00e+00, 8.22e-06, 5.04e-06]    [3.13e-06, 2.89e-06, 2.08e-06, 2.05e-06, 2.49e-06, 5.08e-07, 3.43e-07, 6.94e-06, 4.35e-06, 2.66e-06, 5.33e-06, 1.09e-05, 1.90e-05, 6.58e-05, 2.67e-07, 2.00e-07, 4.04e-07, 4.28e-07, 0.00e+00, 0.00e+00, 8.22e-06, 5.04e-06]    []  

Best model at step 123065:
  train loss: 1.11e-05
  test loss: 1.11e-05
  test metric: []

'train' took 48.309883 s

Best train step: 123065
lambda_a: 7.020890697676293
lambda_b: 6.151070865302765
kappa_a: 1.6561445527641405
kappa_b: 1.492842383565811
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
160000    [3.13e-06, 2.89e-06, 2.08e-06, 2.05e-06, 2.49e-06, 5.08e-07, 3.43e-07, 6.94e-06, 4.35e-06, 2.66e-06, 5.33e-06, 1.09e-05, 1.90e-05, 6.58e-05, 2.67e-07, 2.00e-07, 4.04e-07, 4.28e-07, 0.00e+00, 0.00e+00, 8.22e-06, 5.04e-06]    [3.13e-06, 2.89e-06, 2.08e-06, 2.05e-06, 2.49e-06, 5.08e-07, 3.43e-07, 6.94e-06, 4.35e-06, 2.66e-06, 5.33e-06, 1.09e-05, 1.90e-05, 6.58e-05, 2.67e-07, 2.00e-07, 4.04e-07, 4.28e-07, 0.00e+00, 0.00e+00, 8.22e-06, 5.04e-06]    []  
160100    [1.32e-06, 2.50e-06, 1.89e-06, 2.13e-06, 2.26e-06, 5.17e-07, 2.90e-07, 2.55e-08, 7.89e-08, 1.66e-11, 7.63e-07, 1.15e-06, 1.29e-06, 1.07e-06, 3.17e-10, 8.63e-10, 6.10e-10, 5.13e-10, 0.00e+00, 4.72e-09, 2.62e-07, 2.62e-08]    [1.32e-06, 2.50e-06, 1.89e-06, 2.13e-06, 2.26e-06, 5.17e-07, 2.90e-07, 2.55e-08, 7.89e-08, 1.66e-11, 7.63e-07, 1.15e-06, 1.29e-06, 1.07e-06, 3.17e-10, 8.63e-10, 6.10e-10, 5.13e-10, 0.00e+00, 4.72e-09, 2.62e-07, 2.62e-08]    []  
160200    [1.43e-06, 2.58e-06, 1.90e-06, 2.15e-06, 2.37e-06, 5.05e-07, 3.07e-07, 4.41e-07, 5.47e-08, 2.54e-08, 1.04e-06, 1.45e-06, 1.86e-06, 2.17e-06, 0.00e+00, 1.42e-12, 0.00e+00, 0.00e+00, 2.84e-08, 3.10e-09, 1.16e-07, 1.83e-08]    [1.43e-06, 2.58e-06, 1.90e-06, 2.15e-06, 2.37e-06, 5.05e-07, 3.07e-07, 4.41e-07, 5.47e-08, 2.54e-08, 1.04e-06, 1.45e-06, 1.86e-06, 2.17e-06, 0.00e+00, 1.42e-12, 0.00e+00, 0.00e+00, 2.84e-08, 3.10e-09, 1.16e-07, 1.83e-08]    []  
160300    [1.40e-06, 2.63e-06, 1.92e-06, 2.28e-06, 2.34e-06, 4.97e-07, 2.94e-07, 8.98e-08, 4.90e-10, 3.42e-09, 1.10e-06, 1.67e-06, 1.89e-06, 1.15e-06, 7.15e-10, 1.98e-11, 1.49e-09, 1.11e-09, 7.62e-09, 1.44e-11, 7.21e-08, 3.54e-08]    [1.40e-06, 2.63e-06, 1.92e-06, 2.28e-06, 2.34e-06, 4.97e-07, 2.94e-07, 8.98e-08, 4.90e-10, 3.42e-09, 1.10e-06, 1.67e-06, 1.89e-06, 1.15e-06, 7.15e-10, 1.98e-11, 1.49e-09, 1.11e-09, 7.62e-09, 1.44e-11, 7.21e-08, 3.54e-08]    []  
160400    [5.47e-06, 2.70e-06, 2.04e-06, 1.63e-06, 2.30e-06, 7.33e-07, 4.87e-07, 2.09e-06, 3.70e-09, 9.75e-06, 2.37e-05, 4.02e-05, 1.57e-04, 3.69e-04, 2.22e-06, 2.36e-06, 2.07e-06, 2.23e-06, 0.00e+00, 9.85e-11, 3.24e-06, 3.28e-08]    [5.47e-06, 2.70e-06, 2.04e-06, 1.63e-06, 2.30e-06, 7.33e-07, 4.87e-07, 2.09e-06, 3.70e-09, 9.75e-06, 2.37e-05, 4.02e-05, 1.57e-04, 3.69e-04, 2.22e-06, 2.36e-06, 2.07e-06, 2.23e-06, 0.00e+00, 9.85e-11, 3.24e-06, 3.28e-08]    []  
160500    [5.74e-06, 3.04e-06, 2.47e-06, 2.05e-06, 2.36e-06, 5.65e-07, 3.39e-07, 2.18e-06, 1.66e-07, 1.57e-06, 2.17e-05, 1.25e-04, 2.99e-05, 2.60e-04, 7.97e-06, 6.21e-06, 2.54e-07, 3.16e-07, 2.09e-07, 8.84e-09, 1.31e-06, 4.39e-08]    [5.74e-06, 3.04e-06, 2.47e-06, 2.05e-06, 2.36e-06, 5.65e-07, 3.39e-07, 2.18e-06, 1.66e-07, 1.57e-06, 2.17e-05, 1.25e-04, 2.99e-05, 2.60e-04, 7.97e-06, 6.21e-06, 2.54e-07, 3.16e-07, 2.09e-07, 8.84e-09, 1.31e-06, 4.39e-08]    []  
160600    [1.27e-06, 2.46e-06, 1.87e-06, 2.04e-06, 2.26e-06, 5.41e-07, 3.02e-07, 1.81e-11, 1.16e-09, 7.96e-08, 7.61e-07, 1.11e-06, 4.91e-07, 1.11e-06, 1.06e-09, 1.62e-09, 1.58e-09, 1.80e-09, 1.74e-10, 0.00e+00, 1.53e-07, 5.01e-08]    [1.27e-06, 2.46e-06, 1.87e-06, 2.04e-06, 2.26e-06, 5.41e-07, 3.02e-07, 1.81e-11, 1.16e-09, 7.96e-08, 7.61e-07, 1.11e-06, 4.91e-07, 1.11e-06, 1.06e-09, 1.62e-09, 1.58e-09, 1.80e-09, 1.74e-10, 0.00e+00, 1.53e-07, 5.01e-08]    []  
160700    [1.20e-06, 2.17e-06, 2.02e-06, 2.11e-06, 2.42e-06, 3.65e-07, 3.19e-07, 1.75e-04, 4.04e-06, 6.22e-06, 6.51e-06, 6.00e-06, 4.01e-06, 2.14e-06, 0.00e+00, 3.54e-08, 0.00e+00, 1.93e-11, 0.00e+00, 0.00e+00, 1.85e-04, 4.81e-06]    [1.20e-06, 2.17e-06, 2.02e-06, 2.11e-06, 2.42e-06, 3.65e-07, 3.19e-07, 1.75e-04, 4.04e-06, 6.22e-06, 6.51e-06, 6.00e-06, 4.01e-06, 2.14e-06, 0.00e+00, 3.54e-08, 0.00e+00, 1.93e-11, 0.00e+00, 0.00e+00, 1.85e-04, 4.81e-06]    []  
160800    [6.44e-06, 2.43e-06, 1.47e-06, 2.63e-06, 2.02e-06, 1.06e-06, 4.21e-07, 9.89e-07, 6.00e-08, 3.48e-05, 2.11e-05, 9.65e-05, 1.01e-04, 3.96e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.47e-08, 1.11e-09, 2.61e-07, 1.13e-08]    [6.44e-06, 2.43e-06, 1.47e-06, 2.63e-06, 2.02e-06, 1.06e-06, 4.21e-07, 9.89e-07, 6.00e-08, 3.48e-05, 2.11e-05, 9.65e-05, 1.01e-04, 3.96e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.47e-08, 1.11e-09, 2.61e-07, 1.13e-08]    []  
160900    [1.45e-06, 2.57e-06, 1.82e-06, 2.13e-06, 2.21e-06, 4.81e-07, 2.74e-07, 1.80e-07, 1.41e-07, 2.11e-07, 1.28e-06, 1.47e-06, 1.52e-06, 3.65e-08, 1.28e-09, 4.50e-09, 5.05e-10, 5.89e-10, 0.00e+00, 0.00e+00, 6.61e-07, 3.07e-07]    [1.45e-06, 2.57e-06, 1.82e-06, 2.13e-06, 2.21e-06, 4.81e-07, 2.74e-07, 1.80e-07, 1.41e-07, 2.11e-07, 1.28e-06, 1.47e-06, 1.52e-06, 3.65e-08, 1.28e-09, 4.50e-09, 5.05e-10, 5.89e-10, 0.00e+00, 0.00e+00, 6.61e-07, 3.07e-07]    []  
161000    [7.93e-06, 3.27e-06, 2.36e-06, 1.50e-06, 2.04e-06, 1.29e-06, 8.17e-07, 8.20e-07, 8.48e-10, 4.74e-05, 1.93e-05, 6.82e-05, 1.45e-04, 4.79e-04, 2.56e-06, 3.05e-06, 6.16e-06, 7.13e-06, 0.00e+00, 4.62e-12, 1.74e-06, 3.95e-08]    [7.93e-06, 3.27e-06, 2.36e-06, 1.50e-06, 2.04e-06, 1.29e-06, 8.17e-07, 8.20e-07, 8.48e-10, 4.74e-05, 1.93e-05, 6.82e-05, 1.45e-04, 4.79e-04, 2.56e-06, 3.05e-06, 6.16e-06, 7.13e-06, 0.00e+00, 4.62e-12, 1.74e-06, 3.95e-08]    []  
161100    [1.40e-06, 2.47e-06, 1.84e-06, 2.02e-06, 2.22e-06, 5.07e-07, 2.80e-07, 9.47e-07, 9.32e-08, 1.75e-11, 5.97e-07, 8.43e-07, 6.83e-07, 2.04e-07, 7.56e-09, 1.16e-08, 8.32e-09, 9.13e-09, 7.17e-08, 5.84e-09, 4.06e-07, 2.45e-08]    [1.40e-06, 2.47e-06, 1.84e-06, 2.02e-06, 2.22e-06, 5.07e-07, 2.80e-07, 9.47e-07, 9.32e-08, 1.75e-11, 5.97e-07, 8.43e-07, 6.83e-07, 2.04e-07, 7.56e-09, 1.16e-08, 8.32e-09, 9.13e-09, 7.17e-08, 5.84e-09, 4.06e-07, 2.45e-08]    []  
161200    [1.67e-05, 3.52e-06, 2.58e-06, 2.20e-06, 2.99e-06, 1.63e-06, 1.07e-06, 5.22e-07, 1.24e-07, 7.91e-05, 7.18e-05, 2.06e-04, 3.24e-04, 1.34e-03, 1.44e-05, 1.55e-05, 1.06e-05, 1.18e-05, 3.24e-08, 6.82e-09, 1.75e-07, 3.72e-08]    [1.67e-05, 3.52e-06, 2.58e-06, 2.20e-06, 2.99e-06, 1.63e-06, 1.07e-06, 5.22e-07, 1.24e-07, 7.91e-05, 7.18e-05, 2.06e-04, 3.24e-04, 1.34e-03, 1.44e-05, 1.55e-05, 1.06e-05, 1.18e-05, 3.24e-08, 6.82e-09, 1.75e-07, 3.72e-08]    []  
161300    [1.33e-06, 2.48e-06, 1.82e-06, 2.03e-06, 2.19e-06, 5.06e-07, 2.73e-07, 7.96e-09, 2.42e-08, 1.61e-09, 5.46e-07, 7.20e-07, 5.06e-07, 1.74e-07, 1.42e-09, 2.86e-09, 1.24e-09, 1.41e-09, 4.09e-10, 0.00e+00, 1.26e-07, 1.02e-07]    [1.33e-06, 2.48e-06, 1.82e-06, 2.03e-06, 2.19e-06, 5.06e-07, 2.73e-07, 7.96e-09, 2.42e-08, 1.61e-09, 5.46e-07, 7.20e-07, 5.06e-07, 1.74e-07, 1.42e-09, 2.86e-09, 1.24e-09, 1.41e-09, 4.09e-10, 0.00e+00, 1.26e-07, 1.02e-07]    []  
161400    [2.19e-06, 2.87e-06, 2.16e-06, 2.24e-06, 3.08e-06, 8.87e-07, 7.61e-07, 1.52e-06, 1.00e-05, 1.02e-06, 8.01e-06, 5.86e-05, 5.05e-05, 6.99e-06, 2.59e-07, 3.04e-07, 1.22e-07, 1.09e-07, 1.18e-07, 0.00e+00, 6.93e-07, 1.13e-05]    [2.19e-06, 2.87e-06, 2.16e-06, 2.24e-06, 3.08e-06, 8.87e-07, 7.61e-07, 1.52e-06, 1.00e-05, 1.02e-06, 8.01e-06, 5.86e-05, 5.05e-05, 6.99e-06, 2.59e-07, 3.04e-07, 1.22e-07, 1.09e-07, 1.18e-07, 0.00e+00, 6.93e-07, 1.13e-05]    []  
161500    [1.39e-06, 2.23e-06, 1.88e-06, 1.81e-06, 2.33e-06, 6.02e-07, 3.70e-07, 4.24e-07, 4.00e-07, 7.46e-09, 7.07e-07, 5.19e-07, 5.59e-07, 8.56e-08, 5.93e-09, 6.85e-09, 8.22e-09, 1.00e-08, 2.70e-08, 3.69e-08, 1.02e-07, 2.36e-07]    [1.39e-06, 2.23e-06, 1.88e-06, 1.81e-06, 2.33e-06, 6.02e-07, 3.70e-07, 4.24e-07, 4.00e-07, 7.46e-09, 7.07e-07, 5.19e-07, 5.59e-07, 8.56e-08, 5.93e-09, 6.85e-09, 8.22e-09, 1.00e-08, 2.70e-08, 3.69e-08, 1.02e-07, 2.36e-07]    []  
161600    [1.39e-06, 2.76e-06, 1.77e-06, 2.32e-06, 2.10e-06, 5.33e-07, 2.31e-07, 3.48e-08, 6.65e-08, 1.38e-08, 1.09e-06, 1.46e-06, 1.95e-06, 7.19e-07, 2.04e-08, 1.75e-09, 3.02e-08, 2.84e-08, 0.00e+00, 3.66e-09, 2.49e-07, 1.54e-08]    [1.39e-06, 2.76e-06, 1.77e-06, 2.32e-06, 2.10e-06, 5.33e-07, 2.31e-07, 3.48e-08, 6.65e-08, 1.38e-08, 1.09e-06, 1.46e-06, 1.95e-06, 7.19e-07, 2.04e-08, 1.75e-09, 3.02e-08, 2.84e-08, 0.00e+00, 3.66e-09, 2.49e-07, 1.54e-08]    []  
161700    [1.23e-06, 2.50e-06, 1.78e-06, 1.97e-06, 2.13e-06, 5.34e-07, 2.49e-07, 3.15e-06, 8.89e-07, 3.78e-08, 1.24e-06, 1.58e-06, 1.16e-06, 2.07e-06, 1.35e-09, 3.90e-09, 4.12e-09, 4.26e-09, 0.00e+00, 0.00e+00, 4.66e-06, 1.23e-06]    [1.23e-06, 2.50e-06, 1.78e-06, 1.97e-06, 2.13e-06, 5.34e-07, 2.49e-07, 3.15e-06, 8.89e-07, 3.78e-08, 1.24e-06, 1.58e-06, 1.16e-06, 2.07e-06, 1.35e-09, 3.90e-09, 4.12e-09, 4.26e-09, 0.00e+00, 0.00e+00, 4.66e-06, 1.23e-06]    []  
161800    [1.36e-06, 2.66e-06, 1.81e-06, 2.19e-06, 2.22e-06, 5.43e-07, 2.39e-07, 4.22e-07, 4.43e-09, 1.09e-08, 1.47e-06, 1.82e-06, 2.64e-06, 2.28e-06, 1.56e-11, 5.98e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.43e-07, 4.54e-08]    [1.36e-06, 2.66e-06, 1.81e-06, 2.19e-06, 2.22e-06, 5.43e-07, 2.39e-07, 4.22e-07, 4.43e-09, 1.09e-08, 1.47e-06, 1.82e-06, 2.64e-06, 2.28e-06, 1.56e-11, 5.98e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.43e-07, 4.54e-08]    []  
161900    [1.40e-06, 2.51e-06, 1.79e-06, 1.88e-06, 2.26e-06, 5.43e-07, 2.67e-07, 1.79e-08, 4.34e-07, 5.34e-08, 2.28e-06, 1.49e-06, 2.88e-06, 2.42e-07, 1.24e-08, 9.31e-09, 1.76e-08, 2.22e-08, 1.69e-09, 0.00e+00, 1.09e-07, 6.37e-07]    [1.40e-06, 2.51e-06, 1.79e-06, 1.88e-06, 2.26e-06, 5.43e-07, 2.67e-07, 1.79e-08, 4.34e-07, 5.34e-08, 2.28e-06, 1.49e-06, 2.88e-06, 2.42e-07, 1.24e-08, 9.31e-09, 1.76e-08, 2.22e-08, 1.69e-09, 0.00e+00, 1.09e-07, 6.37e-07]    []  
162000    [1.36e-06, 2.50e-06, 1.92e-06, 2.18e-06, 2.32e-06, 3.98e-07, 2.39e-07, 1.08e-08, 1.08e-05, 4.09e-08, 1.07e-06, 7.41e-06, 7.99e-06, 1.03e-07, 0.00e+00, 6.49e-09, 1.71e-09, 6.33e-09, 0.00e+00, 0.00e+00, 1.57e-07, 1.17e-05]    [1.36e-06, 2.50e-06, 1.92e-06, 2.18e-06, 2.32e-06, 3.98e-07, 2.39e-07, 1.08e-08, 1.08e-05, 4.09e-08, 1.07e-06, 7.41e-06, 7.99e-06, 1.03e-07, 0.00e+00, 6.49e-09, 1.71e-09, 6.33e-09, 0.00e+00, 0.00e+00, 1.57e-07, 1.17e-05]    []  

Best model at step 123065:
  train loss: 1.11e-05
  test loss: 1.11e-05
  test metric: []

'train' took 50.636109 s

Best train step: 123065
lambda_a: 7.020890697676293
lambda_b: 6.151070865302765
kappa_a: 1.6561445527641405
kappa_b: 1.492842383565811
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
162000    [1.36e-06, 2.50e-06, 1.92e-06, 2.18e-06, 2.32e-06, 3.98e-07, 2.39e-07, 1.08e-08, 1.08e-05, 4.09e-08, 1.07e-06, 7.41e-06, 7.99e-06, 1.03e-07, 0.00e+00, 6.49e-09, 1.71e-09, 6.33e-09, 0.00e+00, 0.00e+00, 1.57e-07, 1.17e-05]    [1.36e-06, 2.50e-06, 1.92e-06, 2.18e-06, 2.32e-06, 3.98e-07, 2.39e-07, 1.08e-08, 1.08e-05, 4.09e-08, 1.07e-06, 7.41e-06, 7.99e-06, 1.03e-07, 0.00e+00, 6.49e-09, 1.71e-09, 6.33e-09, 0.00e+00, 0.00e+00, 1.57e-07, 1.17e-05]    []  
162100    [1.27e-06, 2.24e-06, 1.85e-06, 1.79e-06, 2.25e-06, 5.64e-07, 2.90e-07, 1.13e-06, 1.97e-09, 1.76e-07, 8.35e-07, 7.06e-07, 5.09e-07, 7.75e-08, 6.44e-09, 8.47e-09, 2.82e-09, 4.32e-09, 0.00e+00, 1.20e-10, 2.16e-06, 2.32e-08]    [1.27e-06, 2.24e-06, 1.85e-06, 1.79e-06, 2.25e-06, 5.64e-07, 2.90e-07, 1.13e-06, 1.97e-09, 1.76e-07, 8.35e-07, 7.06e-07, 5.09e-07, 7.75e-08, 6.44e-09, 8.47e-09, 2.82e-09, 4.32e-09, 0.00e+00, 1.20e-10, 2.16e-06, 2.32e-08]    []  
162200    [1.42e-06, 2.81e-06, 1.82e-06, 2.23e-06, 2.20e-06, 5.49e-07, 2.05e-07, 1.64e-06, 1.13e-08, 8.56e-07, 7.72e-06, 1.16e-05, 1.14e-05, 9.91e-06, 0.00e+00, 0.00e+00, 5.52e-09, 6.39e-10, 1.54e-07, 6.66e-10, 9.70e-07, 1.19e-08]    [1.42e-06, 2.81e-06, 1.82e-06, 2.23e-06, 2.20e-06, 5.49e-07, 2.05e-07, 1.64e-06, 1.13e-08, 8.56e-07, 7.72e-06, 1.16e-05, 1.14e-05, 9.91e-06, 0.00e+00, 0.00e+00, 5.52e-09, 6.39e-10, 1.54e-07, 6.66e-10, 9.70e-07, 1.19e-08]    []  
162300    [1.26e-06, 2.35e-06, 1.81e-06, 1.85e-06, 2.17e-06, 5.48e-07, 2.52e-07, 1.00e-07, 9.80e-07, 8.80e-10, 5.24e-07, 6.04e-07, 4.92e-07, 2.68e-08, 3.27e-09, 6.11e-09, 4.28e-09, 4.61e-09, 0.00e+00, 1.17e-07, 4.51e-07, 7.28e-07]    [1.26e-06, 2.35e-06, 1.81e-06, 1.85e-06, 2.17e-06, 5.48e-07, 2.52e-07, 1.00e-07, 9.80e-07, 8.80e-10, 5.24e-07, 6.04e-07, 4.92e-07, 2.68e-08, 3.27e-09, 6.11e-09, 4.28e-09, 4.61e-09, 0.00e+00, 1.17e-07, 4.51e-07, 7.28e-07]    []  
162400    [9.33e-06, 3.22e-06, 2.02e-06, 1.94e-06, 2.32e-06, 1.96e-06, 1.07e-06, 2.27e-07, 6.94e-08, 2.18e-05, 2.77e-05, 1.66e-04, 1.93e-04, 9.49e-04, 2.40e-05, 1.47e-05, 4.29e-06, 3.04e-06, 1.68e-08, 4.24e-09, 5.97e-08, 1.61e-08]    [9.33e-06, 3.22e-06, 2.02e-06, 1.94e-06, 2.32e-06, 1.96e-06, 1.07e-06, 2.27e-07, 6.94e-08, 2.18e-05, 2.77e-05, 1.66e-04, 1.93e-04, 9.49e-04, 2.40e-05, 1.47e-05, 4.29e-06, 3.04e-06, 1.68e-08, 4.24e-09, 5.97e-08, 1.61e-08]    []  
162500    [1.37e-06, 2.52e-06, 1.78e-06, 2.03e-06, 2.07e-06, 5.05e-07, 1.93e-07, 8.16e-08, 1.55e-11, 4.84e-09, 5.63e-07, 7.63e-07, 5.50e-07, 7.78e-08, 7.07e-09, 7.40e-09, 6.29e-09, 5.47e-09, 5.91e-09, 7.94e-12, 9.04e-08, 2.58e-08]    [1.37e-06, 2.52e-06, 1.78e-06, 2.03e-06, 2.07e-06, 5.05e-07, 1.93e-07, 8.16e-08, 1.55e-11, 4.84e-09, 5.63e-07, 7.63e-07, 5.50e-07, 7.78e-08, 7.07e-09, 7.40e-09, 6.29e-09, 5.47e-09, 5.91e-09, 7.94e-12, 9.04e-08, 2.58e-08]    []  
162600    [2.92e-06, 2.75e-06, 1.77e-06, 1.62e-06, 1.96e-06, 1.06e-06, 5.79e-07, 5.07e-05, 4.79e-05, 1.01e-06, 3.85e-06, 9.11e-06, 3.72e-05, 5.52e-05, 1.23e-08, 1.10e-08, 2.63e-08, 2.54e-08, 0.00e+00, 1.01e-05, 5.82e-05, 4.46e-05]    [2.92e-06, 2.75e-06, 1.77e-06, 1.62e-06, 1.96e-06, 1.06e-06, 5.79e-07, 5.07e-05, 4.79e-05, 1.01e-06, 3.85e-06, 9.11e-06, 3.72e-05, 5.52e-05, 1.23e-08, 1.10e-08, 2.63e-08, 2.54e-08, 0.00e+00, 1.01e-05, 5.82e-05, 4.46e-05]    []  
162700    [1.32e-06, 2.44e-06, 1.78e-06, 1.91e-06, 2.13e-06, 5.25e-07, 2.09e-07, 4.38e-08, 1.83e-07, 1.13e-07, 7.69e-07, 7.11e-07, 5.19e-07, 6.94e-08, 4.33e-09, 8.18e-09, 2.95e-09, 3.58e-09, 3.09e-09, 0.00e+00, 1.24e-07, 3.44e-07]    [1.32e-06, 2.44e-06, 1.78e-06, 1.91e-06, 2.13e-06, 5.25e-07, 2.09e-07, 4.38e-08, 1.83e-07, 1.13e-07, 7.69e-07, 7.11e-07, 5.19e-07, 6.94e-08, 4.33e-09, 8.18e-09, 2.95e-09, 3.58e-09, 3.09e-09, 0.00e+00, 1.24e-07, 3.44e-07]    []  
162800    [1.78e-06, 2.73e-06, 1.74e-06, 1.99e-06, 2.32e-06, 6.13e-07, 2.41e-07, 1.26e-06, 1.68e-07, 3.73e-06, 1.44e-05, 4.83e-06, 6.52e-06, 3.96e-06, 1.44e-09, 2.02e-09, 1.48e-12, 1.06e-09, 9.31e-08, 0.00e+00, 5.62e-07, 3.22e-07]    [1.78e-06, 2.73e-06, 1.74e-06, 1.99e-06, 2.32e-06, 6.13e-07, 2.41e-07, 1.26e-06, 1.68e-07, 3.73e-06, 1.44e-05, 4.83e-06, 6.52e-06, 3.96e-06, 1.44e-09, 2.02e-09, 1.48e-12, 1.06e-09, 9.31e-08, 0.00e+00, 5.62e-07, 3.22e-07]    []  
162900    [1.19e-06, 2.35e-06, 1.78e-06, 1.78e-06, 2.18e-06, 5.73e-07, 2.25e-07, 1.12e-07, 1.44e-08, 9.61e-10, 4.86e-07, 4.95e-07, 3.87e-07, 3.51e-08, 4.90e-09, 7.60e-09, 5.11e-09, 6.21e-09, 7.65e-09, 0.00e+00, 1.04e-07, 7.78e-08]    [1.19e-06, 2.35e-06, 1.78e-06, 1.78e-06, 2.18e-06, 5.73e-07, 2.25e-07, 1.12e-07, 1.44e-08, 9.61e-10, 4.86e-07, 4.95e-07, 3.87e-07, 3.51e-08, 4.90e-09, 7.60e-09, 5.11e-09, 6.21e-09, 7.65e-09, 0.00e+00, 1.04e-07, 7.78e-08]    []  
163000    [1.03e-05, 4.19e-06, 2.65e-06, 3.25e-06, 2.78e-06, 2.12e-06, 5.14e-07, 2.52e-08, 5.89e-08, 5.94e-05, 4.63e-05, 2.82e-04, 3.44e-04, 1.62e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.62e-09, 5.04e-07, 1.10e-08]    [1.03e-05, 4.19e-06, 2.65e-06, 3.25e-06, 2.78e-06, 2.12e-06, 5.14e-07, 2.52e-08, 5.89e-08, 5.94e-05, 4.63e-05, 2.82e-04, 3.44e-04, 1.62e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.62e-09, 5.04e-07, 1.10e-08]    []  
163100    [1.23e-06, 2.39e-06, 1.83e-06, 1.96e-06, 2.07e-06, 5.00e-07, 2.15e-07, 1.03e-06, 3.75e-05, 4.96e-09, 7.59e-07, 2.61e-06, 2.35e-06, 2.37e-07, 3.12e-09, 4.73e-09, 2.51e-09, 1.31e-09, 0.00e+00, 7.67e-06, 1.88e-06, 3.56e-05]    [1.23e-06, 2.39e-06, 1.83e-06, 1.96e-06, 2.07e-06, 5.00e-07, 2.15e-07, 1.03e-06, 3.75e-05, 4.96e-09, 7.59e-07, 2.61e-06, 2.35e-06, 2.37e-07, 3.12e-09, 4.73e-09, 2.51e-09, 1.31e-09, 0.00e+00, 7.67e-06, 1.88e-06, 3.56e-05]    []  
163200    [1.25e-06, 2.53e-06, 1.84e-06, 1.97e-06, 2.24e-06, 5.22e-07, 2.14e-07, 4.14e-08, 5.12e-08, 5.86e-08, 1.25e-06, 2.96e-06, 1.72e-06, 1.74e-06, 0.00e+00, 0.00e+00, 1.24e-11, 0.00e+00, 1.85e-09, 0.00e+00, 8.49e-08, 1.39e-07]    [1.25e-06, 2.53e-06, 1.84e-06, 1.97e-06, 2.24e-06, 5.22e-07, 2.14e-07, 4.14e-08, 5.12e-08, 5.86e-08, 1.25e-06, 2.96e-06, 1.72e-06, 1.74e-06, 0.00e+00, 0.00e+00, 1.24e-11, 0.00e+00, 1.85e-09, 0.00e+00, 8.49e-08, 1.39e-07]    []  
163300    [1.09e-06, 2.31e-06, 1.77e-06, 1.74e-06, 2.21e-06, 5.83e-07, 2.44e-07, 3.31e-07, 7.25e-06, 5.49e-08, 5.44e-07, 8.73e-07, 6.68e-07, 1.51e-06, 1.74e-15, 2.16e-10, 8.00e-14, 0.00e+00, 1.84e-08, 0.00e+00, 7.73e-08, 8.12e-06]    [1.09e-06, 2.31e-06, 1.77e-06, 1.74e-06, 2.21e-06, 5.83e-07, 2.44e-07, 3.31e-07, 7.25e-06, 5.49e-08, 5.44e-07, 8.73e-07, 6.68e-07, 1.51e-06, 1.74e-15, 2.16e-10, 8.00e-14, 0.00e+00, 1.84e-08, 0.00e+00, 7.73e-08, 8.12e-06]    []  
163400    [1.47e-06, 2.52e-06, 1.78e-06, 2.00e-06, 2.07e-06, 5.29e-07, 2.06e-07, 9.70e-07, 2.22e-07, 5.70e-07, 1.49e-06, 2.72e-06, 1.09e-06, 6.88e-06, 4.39e-08, 3.40e-08, 2.08e-08, 3.02e-08, 0.00e+00, 1.85e-08, 1.72e-06, 1.18e-07]    [1.47e-06, 2.52e-06, 1.78e-06, 2.00e-06, 2.07e-06, 5.29e-07, 2.06e-07, 9.70e-07, 2.22e-07, 5.70e-07, 1.49e-06, 2.72e-06, 1.09e-06, 6.88e-06, 4.39e-08, 3.40e-08, 2.08e-08, 3.02e-08, 0.00e+00, 1.85e-08, 1.72e-06, 1.18e-07]    []  
163500    [1.22e-06, 2.26e-06, 1.79e-06, 1.74e-06, 2.16e-06, 5.10e-07, 2.43e-07, 1.45e-06, 1.63e-06, 7.14e-08, 4.86e-07, 1.03e-06, 1.19e-06, 3.31e-07, 9.87e-09, 1.65e-08, 1.16e-08, 1.51e-08, 1.05e-07, 0.00e+00, 6.03e-07, 2.04e-06]    [1.22e-06, 2.26e-06, 1.79e-06, 1.74e-06, 2.16e-06, 5.10e-07, 2.43e-07, 1.45e-06, 1.63e-06, 7.14e-08, 4.86e-07, 1.03e-06, 1.19e-06, 3.31e-07, 9.87e-09, 1.65e-08, 1.16e-08, 1.51e-08, 1.05e-07, 0.00e+00, 6.03e-07, 2.04e-06]    []  
163600    [1.30e-06, 2.27e-06, 1.86e-06, 1.90e-06, 2.30e-06, 4.93e-07, 2.50e-07, 3.99e-07, 1.25e-08, 3.21e-07, 1.70e-06, 1.22e-06, 1.40e-06, 1.52e-06, 0.00e+00, 1.10e-08, 7.90e-10, 1.42e-09, 2.22e-08, 0.00e+00, 8.78e-08, 5.71e-08]    [1.30e-06, 2.27e-06, 1.86e-06, 1.90e-06, 2.30e-06, 4.93e-07, 2.50e-07, 3.99e-07, 1.25e-08, 3.21e-07, 1.70e-06, 1.22e-06, 1.40e-06, 1.52e-06, 0.00e+00, 1.10e-08, 7.90e-10, 1.42e-09, 2.22e-08, 0.00e+00, 8.78e-08, 5.71e-08]    []  
163700    [1.14e-06, 2.09e-06, 1.82e-06, 1.65e-06, 2.15e-06, 6.08e-07, 2.73e-07, 5.08e-07, 1.94e-07, 4.73e-09, 4.72e-07, 4.52e-07, 3.48e-07, 3.38e-08, 4.63e-09, 5.19e-09, 4.02e-09, 4.52e-09, 3.06e-08, 1.54e-08, 1.16e-07, 9.50e-08]    [1.14e-06, 2.09e-06, 1.82e-06, 1.65e-06, 2.15e-06, 6.08e-07, 2.73e-07, 5.08e-07, 1.94e-07, 4.73e-09, 4.72e-07, 4.52e-07, 3.48e-07, 3.38e-08, 4.63e-09, 5.19e-09, 4.02e-09, 4.52e-09, 3.06e-08, 1.54e-08, 1.16e-07, 9.50e-08]    []  
163800    [1.98e-06, 2.46e-06, 1.99e-06, 1.87e-06, 2.07e-06, 3.86e-07, 1.92e-07, 1.29e-04, 8.61e-09, 6.95e-07, 3.22e-06, 3.58e-05, 3.24e-05, 3.71e-06, 2.44e-07, 6.81e-09, 1.29e-08, 2.04e-08, 0.00e+00, 1.53e-10, 1.42e-04, 2.63e-08]    [1.98e-06, 2.46e-06, 1.99e-06, 1.87e-06, 2.07e-06, 3.86e-07, 1.92e-07, 1.29e-04, 8.61e-09, 6.95e-07, 3.22e-06, 3.58e-05, 3.24e-05, 3.71e-06, 2.44e-07, 6.81e-09, 1.29e-08, 2.04e-08, 0.00e+00, 1.53e-10, 1.42e-04, 2.63e-08]    []  
163900    [1.13e-06, 2.16e-06, 1.77e-06, 1.68e-06, 2.04e-06, 5.65e-07, 2.43e-07, 1.16e-06, 4.41e-07, 3.31e-08, 6.24e-07, 5.48e-07, 4.61e-07, 6.49e-08, 2.33e-09, 4.53e-09, 3.99e-09, 4.63e-09, 8.77e-08, 0.00e+00, 5.14e-07, 6.05e-07]    [1.13e-06, 2.16e-06, 1.77e-06, 1.68e-06, 2.04e-06, 5.65e-07, 2.43e-07, 1.16e-06, 4.41e-07, 3.31e-08, 6.24e-07, 5.48e-07, 4.61e-07, 6.49e-08, 2.33e-09, 4.53e-09, 3.99e-09, 4.63e-09, 8.77e-08, 0.00e+00, 5.14e-07, 6.05e-07]    []  
164000    [4.46e-06, 2.71e-06, 1.72e-06, 1.66e-06, 2.17e-06, 1.07e-06, 6.30e-07, 6.42e-07, 4.52e-10, 9.35e-06, 1.28e-05, 3.52e-05, 6.17e-05, 2.44e-04, 3.67e-06, 2.38e-06, 1.19e-06, 9.23e-07, 4.10e-08, 6.63e-11, 2.00e-07, 1.56e-08]    [4.46e-06, 2.71e-06, 1.72e-06, 1.66e-06, 2.17e-06, 1.07e-06, 6.30e-07, 6.42e-07, 4.52e-10, 9.35e-06, 1.28e-05, 3.52e-05, 6.17e-05, 2.44e-04, 3.67e-06, 2.38e-06, 1.19e-06, 9.23e-07, 4.10e-08, 6.63e-11, 2.00e-07, 1.56e-08]    []  

Best model at step 123065:
  train loss: 1.11e-05
  test loss: 1.11e-05
  test metric: []

'train' took 48.835655 s

Best train step: 123065
lambda_a: 7.020890697676293
lambda_b: 6.151070865302765
kappa_a: 1.6561445527641405
kappa_b: 1.492842383565811
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
164000    [4.46e-06, 2.71e-06, 1.72e-06, 1.66e-06, 2.17e-06, 1.07e-06, 6.30e-07, 6.42e-07, 4.52e-10, 9.35e-06, 1.28e-05, 3.52e-05, 6.17e-05, 2.44e-04, 3.67e-06, 2.38e-06, 1.19e-06, 9.23e-07, 4.10e-08, 6.63e-11, 2.00e-07, 1.56e-08]    [4.46e-06, 2.71e-06, 1.72e-06, 1.66e-06, 2.17e-06, 1.07e-06, 6.30e-07, 6.42e-07, 4.52e-10, 9.35e-06, 1.28e-05, 3.52e-05, 6.17e-05, 2.44e-04, 3.67e-06, 2.38e-06, 1.19e-06, 9.23e-07, 4.10e-08, 6.63e-11, 2.00e-07, 1.56e-08]    []  
164100    [2.08e-06, 2.27e-06, 1.63e-06, 1.65e-06, 2.05e-06, 1.13e-06, 7.48e-07, 2.71e-05, 1.39e-06, 3.24e-06, 1.01e-05, 3.02e-05, 5.63e-05, 6.25e-05, 3.02e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.92e-05, 1.57e-06]    [2.08e-06, 2.27e-06, 1.63e-06, 1.65e-06, 2.05e-06, 1.13e-06, 7.48e-07, 2.71e-05, 1.39e-06, 3.24e-06, 1.01e-05, 3.02e-05, 5.63e-05, 6.25e-05, 3.02e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.92e-05, 1.57e-06]    []  
164200    [1.21e-06, 2.22e-06, 1.75e-06, 1.68e-06, 2.03e-06, 5.16e-07, 2.23e-07, 3.71e-07, 1.33e-07, 1.65e-08, 5.34e-07, 6.63e-07, 4.39e-07, 1.12e-07, 2.37e-09, 9.02e-09, 3.44e-09, 4.42e-09, 2.04e-08, 9.90e-09, 7.93e-08, 6.12e-08]    [1.21e-06, 2.22e-06, 1.75e-06, 1.68e-06, 2.03e-06, 5.16e-07, 2.23e-07, 3.71e-07, 1.33e-07, 1.65e-08, 5.34e-07, 6.63e-07, 4.39e-07, 1.12e-07, 2.37e-09, 9.02e-09, 3.44e-09, 4.42e-09, 2.04e-08, 9.90e-09, 7.93e-08, 6.12e-08]    []  
164300    [3.02e-06, 2.63e-06, 1.77e-06, 1.52e-06, 2.01e-06, 9.48e-07, 5.12e-07, 8.78e-07, 1.65e-04, 1.03e-06, 7.83e-06, 1.59e-05, 3.30e-05, 8.83e-05, 1.05e-06, 4.84e-07, 1.20e-06, 1.23e-06, 8.83e-08, 3.91e-05, 5.21e-07, 1.62e-04]    [3.02e-06, 2.63e-06, 1.77e-06, 1.52e-06, 2.01e-06, 9.48e-07, 5.12e-07, 8.78e-07, 1.65e-04, 1.03e-06, 7.83e-06, 1.59e-05, 3.30e-05, 8.83e-05, 1.05e-06, 4.84e-07, 1.20e-06, 1.23e-06, 8.83e-08, 3.91e-05, 5.21e-07, 1.62e-04]    []  
164400    [1.12e-06, 2.20e-06, 1.75e-06, 1.57e-06, 2.16e-06, 5.87e-07, 2.76e-07, 2.79e-06, 8.78e-07, 6.92e-07, 2.39e-06, 1.54e-06, 2.13e-06, 2.70e-07, 5.01e-09, 9.02e-09, 4.54e-09, 6.77e-09, 2.82e-07, 1.11e-07, 1.77e-06, 6.72e-07]    [1.12e-06, 2.20e-06, 1.75e-06, 1.57e-06, 2.16e-06, 5.87e-07, 2.76e-07, 2.79e-06, 8.78e-07, 6.92e-07, 2.39e-06, 1.54e-06, 2.13e-06, 2.70e-07, 5.01e-09, 9.02e-09, 4.54e-09, 6.77e-09, 2.82e-07, 1.11e-07, 1.77e-06, 6.72e-07]    []  
164500    [1.49e-05, 3.76e-06, 2.59e-06, 3.05e-06, 3.21e-06, 1.70e-06, 1.06e-06, 2.44e-07, 1.84e-09, 4.80e-05, 4.25e-05, 4.06e-04, 1.71e-04, 5.27e-04, 9.44e-06, 1.07e-05, 2.77e-06, 3.05e-06, 1.20e-08, 3.38e-11, 8.64e-08, 2.63e-08]    [1.49e-05, 3.76e-06, 2.59e-06, 3.05e-06, 3.21e-06, 1.70e-06, 1.06e-06, 2.44e-07, 1.84e-09, 4.80e-05, 4.25e-05, 4.06e-04, 1.71e-04, 5.27e-04, 9.44e-06, 1.07e-05, 2.77e-06, 3.05e-06, 1.20e-08, 3.38e-11, 8.64e-08, 2.63e-08]    []  
164600    [1.14e-06, 1.97e-06, 1.78e-06, 1.55e-06, 2.03e-06, 5.63e-07, 2.59e-07, 9.46e-07, 5.68e-08, 3.19e-08, 5.81e-07, 6.26e-07, 4.56e-07, 2.15e-08, 7.07e-10, 3.23e-09, 9.29e-10, 1.79e-09, 0.00e+00, 0.00e+00, 1.78e-06, 1.12e-07]    [1.14e-06, 1.97e-06, 1.78e-06, 1.55e-06, 2.03e-06, 5.63e-07, 2.59e-07, 9.46e-07, 5.68e-08, 3.19e-08, 5.81e-07, 6.26e-07, 4.56e-07, 2.15e-08, 7.07e-10, 3.23e-09, 9.29e-10, 1.79e-09, 0.00e+00, 0.00e+00, 1.78e-06, 1.12e-07]    []  
164700    [9.97e-07, 2.07e-06, 1.74e-06, 1.53e-06, 1.93e-06, 6.47e-07, 2.67e-07, 4.67e-06, 1.87e-05, 1.61e-07, 8.35e-07, 1.77e-06, 2.24e-06, 5.58e-06, 2.88e-10, 4.86e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.67e-06, 6.65e-06, 1.75e-05]    [9.97e-07, 2.07e-06, 1.74e-06, 1.53e-06, 1.93e-06, 6.47e-07, 2.67e-07, 4.67e-06, 1.87e-05, 1.61e-07, 8.35e-07, 1.77e-06, 2.24e-06, 5.58e-06, 2.88e-10, 4.86e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.67e-06, 6.65e-06, 1.75e-05]    []  
164800    [1.19e-06, 2.45e-06, 1.66e-06, 1.86e-06, 1.79e-06, 5.11e-07, 2.01e-07, 3.08e-07, 1.68e-09, 2.24e-08, 7.85e-07, 9.76e-07, 2.60e-06, 3.62e-06, 2.36e-08, 2.52e-08, 1.59e-08, 1.55e-08, 1.84e-08, 9.13e-11, 7.09e-08, 9.17e-09]    [1.19e-06, 2.45e-06, 1.66e-06, 1.86e-06, 1.79e-06, 5.11e-07, 2.01e-07, 3.08e-07, 1.68e-09, 2.24e-08, 7.85e-07, 9.76e-07, 2.60e-06, 3.62e-06, 2.36e-08, 2.52e-08, 1.59e-08, 1.55e-08, 1.84e-08, 9.13e-11, 7.09e-08, 9.17e-09]    []  
164900    [9.15e-06, 4.04e-06, 2.40e-06, 2.88e-06, 2.38e-06, 2.18e-06, 3.69e-07, 2.63e-08, 2.49e-06, 4.85e-05, 3.96e-05, 2.23e-04, 3.01e-04, 1.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.71e-07, 3.11e-06]    [9.15e-06, 4.04e-06, 2.40e-06, 2.88e-06, 2.38e-06, 2.18e-06, 3.69e-07, 2.63e-08, 2.49e-06, 4.85e-05, 3.96e-05, 2.23e-04, 3.01e-04, 1.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.71e-07, 3.11e-06]    []  
165000    [1.11e-06, 2.17e-06, 1.72e-06, 1.61e-06, 1.91e-06, 5.00e-07, 1.89e-07, 1.60e-06, 1.08e-08, 5.89e-08, 8.44e-07, 6.39e-07, 7.25e-07, 1.78e-08, 1.05e-09, 4.67e-09, 4.71e-09, 5.68e-09, 1.27e-07, 5.16e-10, 7.76e-07, 7.84e-09]    [1.11e-06, 2.17e-06, 1.72e-06, 1.61e-06, 1.91e-06, 5.00e-07, 1.89e-07, 1.60e-06, 1.08e-08, 5.89e-08, 8.44e-07, 6.39e-07, 7.25e-07, 1.78e-08, 1.05e-09, 4.67e-09, 4.71e-09, 5.68e-09, 1.27e-07, 5.16e-10, 7.76e-07, 7.84e-09]    []  
165100    [1.44e-06, 2.49e-06, 1.67e-06, 1.81e-06, 1.94e-06, 4.81e-07, 1.45e-07, 9.01e-08, 4.38e-09, 3.25e-06, 1.81e-06, 1.76e-05, 3.56e-05, 3.15e-05, 1.41e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.54e-09, 9.51e-11, 1.11e-07, 1.18e-08]    [1.44e-06, 2.49e-06, 1.67e-06, 1.81e-06, 1.94e-06, 4.81e-07, 1.45e-07, 9.01e-08, 4.38e-09, 3.25e-06, 1.81e-06, 1.76e-05, 3.56e-05, 3.15e-05, 1.41e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.54e-09, 9.51e-11, 1.11e-07, 1.18e-08]    []  
165200    [2.65e-05, 4.60e-06, 2.63e-06, 4.39e-06, 3.60e-06, 2.74e-06, 1.18e-06, 2.37e-05, 8.81e-05, 1.47e-04, 1.73e-04, 6.54e-04, 9.69e-04, 4.34e-03, 6.47e-05, 6.25e-05, 2.41e-05, 2.21e-05, 3.93e-06, 2.09e-05, 2.14e-05, 8.68e-05]    [2.65e-05, 4.60e-06, 2.63e-06, 4.39e-06, 3.60e-06, 2.74e-06, 1.18e-06, 2.37e-05, 8.81e-05, 1.47e-04, 1.73e-04, 6.54e-04, 9.69e-04, 4.34e-03, 6.47e-05, 6.25e-05, 2.41e-05, 2.21e-05, 3.93e-06, 2.09e-05, 2.14e-05, 8.68e-05]    []  
165300    [1.07e-06, 1.99e-06, 1.71e-06, 1.45e-06, 1.94e-06, 5.16e-07, 1.98e-07, 1.68e-06, 7.55e-08, 7.44e-08, 5.26e-07, 5.86e-07, 4.30e-07, 4.64e-08, 1.96e-09, 6.68e-09, 2.41e-09, 3.26e-09, 0.00e+00, 0.00e+00, 2.88e-06, 1.51e-07]    [1.07e-06, 1.99e-06, 1.71e-06, 1.45e-06, 1.94e-06, 5.16e-07, 1.98e-07, 1.68e-06, 7.55e-08, 7.44e-08, 5.26e-07, 5.86e-07, 4.30e-07, 4.64e-08, 1.96e-09, 6.68e-09, 2.41e-09, 3.26e-09, 0.00e+00, 0.00e+00, 2.88e-06, 1.51e-07]    []  
165400    [1.58e-06, 2.45e-06, 1.48e-06, 1.57e-06, 1.97e-06, 5.75e-07, 2.25e-07, 2.05e-06, 1.78e-07, 1.05e-06, 6.04e-06, 1.64e-05, 4.76e-05, 3.39e-05, 7.89e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.30e-07, 1.10e-08, 7.94e-07, 6.78e-08]    [1.58e-06, 2.45e-06, 1.48e-06, 1.57e-06, 1.97e-06, 5.75e-07, 2.25e-07, 2.05e-06, 1.78e-07, 1.05e-06, 6.04e-06, 1.64e-05, 4.76e-05, 3.39e-05, 7.89e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.30e-07, 1.10e-08, 7.94e-07, 6.78e-08]    []  
165500    [9.66e-07, 1.92e-06, 1.73e-06, 1.43e-06, 1.90e-06, 5.45e-07, 2.04e-07, 2.24e-07, 1.43e-07, 4.02e-09, 4.62e-07, 5.25e-07, 3.78e-07, 5.16e-08, 1.57e-09, 3.38e-09, 2.17e-09, 2.18e-09, 1.38e-08, 1.16e-08, 9.35e-08, 7.33e-08]    [9.66e-07, 1.92e-06, 1.73e-06, 1.43e-06, 1.90e-06, 5.45e-07, 2.04e-07, 2.24e-07, 1.43e-07, 4.02e-09, 4.62e-07, 5.25e-07, 3.78e-07, 5.16e-08, 1.57e-09, 3.38e-09, 2.17e-09, 2.18e-09, 1.38e-08, 1.16e-08, 9.35e-08, 7.33e-08]    []  
165600    [1.14e-06, 1.79e-06, 1.97e-06, 2.02e-06, 2.01e-06, 4.92e-07, 1.96e-07, 1.02e-08, 1.72e-07, 5.17e-10, 1.20e-06, 9.07e-06, 5.52e-06, 8.20e-06, 0.00e+00, 0.00e+00, 8.28e-10, 0.00e+00, 4.78e-11, 1.78e-08, 1.48e-07, 1.15e-07]    [1.14e-06, 1.79e-06, 1.97e-06, 2.02e-06, 2.01e-06, 4.92e-07, 1.96e-07, 1.02e-08, 1.72e-07, 5.17e-10, 1.20e-06, 9.07e-06, 5.52e-06, 8.20e-06, 0.00e+00, 0.00e+00, 8.28e-10, 0.00e+00, 4.78e-11, 1.78e-08, 1.48e-07, 1.15e-07]    []  
165700    [3.58e-06, 1.89e-06, 1.85e-06, 1.51e-06, 2.03e-06, 6.20e-07, 2.70e-07, 1.61e-05, 1.98e-07, 7.49e-06, 1.00e-05, 3.35e-05, 6.07e-05, 2.13e-04, 2.33e-06, 2.46e-06, 1.64e-06, 1.58e-06, 2.26e-06, 1.81e-08, 1.30e-05, 1.16e-07]    [3.58e-06, 1.89e-06, 1.85e-06, 1.51e-06, 2.03e-06, 6.20e-07, 2.70e-07, 1.61e-05, 1.98e-07, 7.49e-06, 1.00e-05, 3.35e-05, 6.07e-05, 2.13e-04, 2.33e-06, 2.46e-06, 1.64e-06, 1.58e-06, 2.26e-06, 1.81e-08, 1.30e-05, 1.16e-07]    []  
165800    [1.25e-06, 2.15e-06, 1.70e-06, 1.58e-06, 1.75e-06, 4.75e-07, 1.97e-07, 9.76e-05, 1.01e-05, 2.00e-06, 1.24e-05, 4.81e-06, 1.57e-05, 5.18e-06, 9.36e-08, 1.16e-07, 1.63e-07, 1.49e-07, 1.76e-05, 1.90e-06, 8.84e-05, 9.31e-06]    [1.25e-06, 2.15e-06, 1.70e-06, 1.58e-06, 1.75e-06, 4.75e-07, 1.97e-07, 9.76e-05, 1.01e-05, 2.00e-06, 1.24e-05, 4.81e-06, 1.57e-05, 5.18e-06, 9.36e-08, 1.16e-07, 1.63e-07, 1.49e-07, 1.76e-05, 1.90e-06, 8.84e-05, 9.31e-06]    []  
165900    [8.90e-07, 2.41e-06, 1.63e-06, 1.59e-06, 1.75e-06, 5.84e-07, 1.67e-07, 4.73e-06, 5.22e-06, 1.08e-06, 2.37e-06, 2.34e-06, 1.99e-06, 9.45e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.00e-07, 0.00e+00, 3.12e-06, 5.76e-06]    [8.90e-07, 2.41e-06, 1.63e-06, 1.59e-06, 1.75e-06, 5.84e-07, 1.67e-07, 4.73e-06, 5.22e-06, 1.08e-06, 2.37e-06, 2.34e-06, 1.99e-06, 9.45e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.00e-07, 0.00e+00, 3.12e-06, 5.76e-06]    []  
166000    [1.80e-06, 2.54e-06, 1.46e-06, 2.33e-06, 1.55e-06, 7.95e-07, 2.28e-07, 4.04e-06, 1.65e-10, 1.07e-06, 4.26e-06, 2.27e-05, 2.63e-05, 1.26e-05, 6.64e-07, 0.00e+00, 0.00e+00, 0.00e+00, 4.05e-07, 0.00e+00, 2.53e-06, 2.30e-08]    [1.80e-06, 2.54e-06, 1.46e-06, 2.33e-06, 1.55e-06, 7.95e-07, 2.28e-07, 4.04e-06, 1.65e-10, 1.07e-06, 4.26e-06, 2.27e-05, 2.63e-05, 1.26e-05, 6.64e-07, 0.00e+00, 0.00e+00, 0.00e+00, 4.05e-07, 0.00e+00, 2.53e-06, 2.30e-08]    []  

Best model at step 165325:
  train loss: 1.04e-05
  test loss: 1.04e-05
  test metric: []

'train' took 50.150781 s

Best train step: 165325
lambda_a: 7.236867465082564
lambda_b: 5.510122403999399
kappa_a: 1.95525182196227
kappa_b: 1.3401052866593033
Best train step: 165325
lambda_a: 1.9791884422
lambda_b: 1.7065868378
kappa_a: 0.67051899433
kappa_b: 0.29274818301
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
166000    [1.80e-06, 2.54e-06, 1.46e-06, 2.33e-06, 1.55e-06, 7.95e-07, 2.28e-07, 4.04e-06, 1.65e-10, 1.07e-06, 4.26e-06, 2.27e-05, 2.63e-05, 1.26e-05, 6.64e-07, 0.00e+00, 0.00e+00, 0.00e+00, 4.05e-07, 0.00e+00, 2.53e-06, 2.30e-08]    [1.80e-06, 2.54e-06, 1.46e-06, 2.33e-06, 1.55e-06, 7.95e-07, 2.28e-07, 4.04e-06, 1.65e-10, 1.07e-06, 4.26e-06, 2.27e-05, 2.63e-05, 1.26e-05, 6.64e-07, 0.00e+00, 0.00e+00, 0.00e+00, 4.05e-07, 0.00e+00, 2.53e-06, 2.30e-08]    []  
166100    [8.09e-07, 1.88e-06, 1.72e-06, 1.36e-06, 1.77e-06, 5.91e-07, 1.98e-07, 3.58e-06, 1.33e-08, 2.17e-07, 2.43e-06, 4.42e-06, 1.03e-05, 2.00e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.75e-06, 5.59e-08]    [8.09e-07, 1.88e-06, 1.72e-06, 1.36e-06, 1.77e-06, 5.91e-07, 1.98e-07, 3.58e-06, 1.33e-08, 2.17e-07, 2.43e-06, 4.42e-06, 1.03e-05, 2.00e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.75e-06, 5.59e-08]    []  
166200    [1.12e-06, 1.57e-06, 1.86e-06, 1.60e-06, 2.05e-06, 5.52e-07, 2.22e-07, 4.89e-07, 1.72e-09, 1.72e-07, 7.92e-07, 2.37e-06, 3.06e-06, 2.65e-07, 7.57e-11, 9.69e-09, 2.68e-09, 1.25e-09, 2.94e-08, 0.00e+00, 1.16e-07, 1.43e-08]    [1.12e-06, 1.57e-06, 1.86e-06, 1.60e-06, 2.05e-06, 5.52e-07, 2.22e-07, 4.89e-07, 1.72e-09, 1.72e-07, 7.92e-07, 2.37e-06, 3.06e-06, 2.65e-07, 7.57e-11, 9.69e-09, 2.68e-09, 1.25e-09, 2.94e-08, 0.00e+00, 1.16e-07, 1.43e-08]    []  
166300    [1.08e-06, 2.65e-06, 1.52e-06, 1.73e-06, 1.66e-06, 7.95e-07, 3.00e-07, 8.33e-07, 5.20e-05, 6.36e-06, 8.30e-06, 1.03e-05, 6.94e-06, 6.63e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.32e-08, 1.16e-05, 2.04e-07, 5.05e-05]    [1.08e-06, 2.65e-06, 1.52e-06, 1.73e-06, 1.66e-06, 7.95e-07, 3.00e-07, 8.33e-07, 5.20e-05, 6.36e-06, 8.30e-06, 1.03e-05, 6.94e-06, 6.63e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.32e-08, 1.16e-05, 2.04e-07, 5.05e-05]    []  
166400    [1.03e-06, 2.14e-06, 1.65e-06, 1.28e-06, 1.78e-06, 5.89e-07, 2.28e-07, 1.21e-04, 3.11e-06, 6.49e-06, 5.28e-05, 1.88e-05, 6.38e-05, 5.40e-06, 1.58e-07, 8.80e-08, 3.03e-07, 4.43e-07, 2.22e-05, 4.88e-07, 1.08e-04, 2.60e-06]    [1.03e-06, 2.14e-06, 1.65e-06, 1.28e-06, 1.78e-06, 5.89e-07, 2.28e-07, 1.21e-04, 3.11e-06, 6.49e-06, 5.28e-05, 1.88e-05, 6.38e-05, 5.40e-06, 1.58e-07, 8.80e-08, 3.03e-07, 4.43e-07, 2.22e-05, 4.88e-07, 1.08e-04, 2.60e-06]    []  
166500    [9.81e-07, 1.91e-06, 1.67e-06, 1.44e-06, 1.67e-06, 4.67e-07, 1.88e-07, 4.05e-08, 1.26e-09, 1.84e-10, 7.26e-07, 7.83e-07, 7.83e-07, 4.32e-07, 1.28e-12, 1.48e-10, 1.41e-10, 4.46e-12, 2.38e-09, 7.53e-11, 1.37e-07, 4.67e-09]    [9.81e-07, 1.91e-06, 1.67e-06, 1.44e-06, 1.67e-06, 4.67e-07, 1.88e-07, 4.05e-08, 1.26e-09, 1.84e-10, 7.26e-07, 7.83e-07, 7.83e-07, 4.32e-07, 1.28e-12, 1.48e-10, 1.41e-10, 4.46e-12, 2.38e-09, 7.53e-11, 1.37e-07, 4.67e-09]    []  
166600    [1.98e-06, 2.15e-06, 1.56e-06, 1.20e-06, 1.79e-06, 5.79e-07, 2.62e-07, 1.47e-07, 4.02e-09, 1.01e-06, 2.07e-05, 1.33e-05, 5.50e-05, 4.69e-05, 3.28e-07, 3.44e-07, 3.95e-07, 2.96e-07, 0.00e+00, 6.94e-10, 5.42e-07, 2.90e-09]    [1.98e-06, 2.15e-06, 1.56e-06, 1.20e-06, 1.79e-06, 5.79e-07, 2.62e-07, 1.47e-07, 4.02e-09, 1.01e-06, 2.07e-05, 1.33e-05, 5.50e-05, 4.69e-05, 3.28e-07, 3.44e-07, 3.95e-07, 2.96e-07, 0.00e+00, 6.94e-10, 5.42e-07, 2.90e-09]    []  
166700    [6.70e-07, 1.87e-06, 1.72e-06, 1.32e-06, 1.66e-06, 6.10e-07, 2.04e-07, 4.27e-05, 4.71e-06, 3.85e-06, 3.99e-06, 2.75e-06, 1.22e-06, 1.27e-05, 0.00e+00, 0.00e+00, 1.61e-10, 0.00e+00, 6.66e-06, 8.28e-07, 3.63e-05, 4.32e-06]    [6.70e-07, 1.87e-06, 1.72e-06, 1.32e-06, 1.66e-06, 6.10e-07, 2.04e-07, 4.27e-05, 4.71e-06, 3.85e-06, 3.99e-06, 2.75e-06, 1.22e-06, 1.27e-05, 0.00e+00, 0.00e+00, 1.61e-10, 0.00e+00, 6.66e-06, 8.28e-07, 3.63e-05, 4.32e-06]    []  
166800    [9.20e-07, 1.75e-06, 1.69e-06, 1.37e-06, 1.62e-06, 4.66e-07, 1.72e-07, 4.05e-08, 3.51e-10, 4.30e-08, 7.64e-07, 9.34e-07, 8.56e-07, 3.67e-08, 1.14e-10, 1.87e-09, 6.78e-11, 2.04e-10, 1.67e-09, 0.00e+00, 1.19e-07, 1.23e-08]    [9.20e-07, 1.75e-06, 1.69e-06, 1.37e-06, 1.62e-06, 4.66e-07, 1.72e-07, 4.05e-08, 3.51e-10, 4.30e-08, 7.64e-07, 9.34e-07, 8.56e-07, 3.67e-08, 1.14e-10, 1.87e-09, 6.78e-11, 2.04e-10, 1.67e-09, 0.00e+00, 1.19e-07, 1.23e-08]    []  
166900    [9.64e-07, 1.81e-06, 1.66e-06, 1.34e-06, 1.65e-06, 4.59e-07, 1.75e-07, 7.42e-08, 9.32e-08, 9.32e-08, 7.09e-07, 7.26e-07, 8.21e-07, 1.36e-06, 1.72e-08, 2.11e-08, 5.29e-09, 2.34e-08, 0.00e+00, 6.56e-09, 4.96e-07, 4.05e-08]    [9.64e-07, 1.81e-06, 1.66e-06, 1.34e-06, 1.65e-06, 4.59e-07, 1.75e-07, 7.42e-08, 9.32e-08, 9.32e-08, 7.09e-07, 7.26e-07, 8.21e-07, 1.36e-06, 1.72e-08, 2.11e-08, 5.29e-09, 2.34e-08, 0.00e+00, 6.56e-09, 4.96e-07, 4.05e-08]    []  
167000    [9.73e-07, 1.71e-06, 1.67e-06, 1.35e-06, 1.63e-06, 4.44e-07, 1.69e-07, 1.01e-06, 1.71e-11, 1.08e-07, 7.57e-07, 1.33e-06, 7.29e-07, 2.27e-06, 2.56e-08, 1.46e-08, 8.82e-09, 9.61e-09, 6.93e-08, 9.37e-16, 3.72e-07, 8.71e-09]    [9.73e-07, 1.71e-06, 1.67e-06, 1.35e-06, 1.63e-06, 4.44e-07, 1.69e-07, 1.01e-06, 1.71e-11, 1.08e-07, 7.57e-07, 1.33e-06, 7.29e-07, 2.27e-06, 2.56e-08, 1.46e-08, 8.82e-09, 9.61e-09, 6.93e-08, 9.37e-16, 3.72e-07, 8.71e-09]    []  
167100    [1.52e-06, 1.98e-06, 1.08e-06, 1.87e-06, 7.01e-06, 1.18e-06, 3.93e-06, 1.05e-05, 1.26e-05, 1.26e-05, 2.50e-05, 4.99e-04, 6.83e-04, 3.75e-05, 2.90e-09, 1.09e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.59e-05, 1.42e-05]    [1.52e-06, 1.98e-06, 1.08e-06, 1.87e-06, 7.01e-06, 1.18e-06, 3.93e-06, 1.05e-05, 1.26e-05, 1.26e-05, 2.50e-05, 4.99e-04, 6.83e-04, 3.75e-05, 2.90e-09, 1.09e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.59e-05, 1.42e-05]    []  
167200    [1.31e-06, 1.70e-06, 1.83e-06, 1.41e-06, 1.70e-06, 8.77e-07, 2.38e-07, 1.11e-06, 6.72e-08, 8.32e-06, 5.46e-06, 2.61e-05, 2.86e-05, 1.53e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.12e-08, 4.09e-09, 2.90e-07, 2.48e-08]    [1.31e-06, 1.70e-06, 1.83e-06, 1.41e-06, 1.70e-06, 8.77e-07, 2.38e-07, 1.11e-06, 6.72e-08, 8.32e-06, 5.46e-06, 2.61e-05, 2.86e-05, 1.53e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.12e-08, 4.09e-09, 2.90e-07, 2.48e-08]    []  
167300    [7.06e-07, 1.80e-06, 1.57e-06, 1.28e-06, 1.48e-06, 4.83e-07, 1.84e-07, 2.38e-06, 1.40e-05, 8.87e-08, 5.21e-07, 1.39e-06, 1.44e-06, 3.61e-06, 0.00e+00, 3.92e-10, 2.05e-12, 0.00e+00, 1.87e-07, 0.00e+00, 1.15e-06, 1.48e-05]    [7.06e-07, 1.80e-06, 1.57e-06, 1.28e-06, 1.48e-06, 4.83e-07, 1.84e-07, 2.38e-06, 1.40e-05, 8.87e-08, 5.21e-07, 1.39e-06, 1.44e-06, 3.61e-06, 0.00e+00, 3.92e-10, 2.05e-12, 0.00e+00, 1.87e-07, 0.00e+00, 1.15e-06, 1.48e-05]    []  
167400    [9.59e-07, 1.81e-06, 1.57e-06, 1.29e-06, 1.42e-06, 4.41e-07, 1.67e-07, 3.59e-05, 3.40e-09, 1.37e-06, 1.96e-06, 1.95e-06, 1.55e-06, 7.12e-06, 8.94e-08, 2.66e-08, 1.91e-08, 3.61e-08, 0.00e+00, 0.00e+00, 4.16e-05, 2.63e-08]    [9.59e-07, 1.81e-06, 1.57e-06, 1.29e-06, 1.42e-06, 4.41e-07, 1.67e-07, 3.59e-05, 3.40e-09, 1.37e-06, 1.96e-06, 1.95e-06, 1.55e-06, 7.12e-06, 8.94e-08, 2.66e-08, 1.91e-08, 3.61e-08, 0.00e+00, 0.00e+00, 4.16e-05, 2.63e-08]    []  
167500    [4.87e-06, 1.71e-06, 1.85e-06, 1.36e-06, 1.75e-06, 6.70e-07, 2.51e-07, 4.14e-09, 2.24e-08, 2.01e-05, 1.66e-05, 5.84e-05, 1.02e-04, 3.90e-04, 4.58e-06, 4.41e-06, 3.00e-06, 2.92e-06, 4.19e-10, 0.00e+00, 1.69e-07, 4.88e-08]    [4.87e-06, 1.71e-06, 1.85e-06, 1.36e-06, 1.75e-06, 6.70e-07, 2.51e-07, 4.14e-09, 2.24e-08, 2.01e-05, 1.66e-05, 5.84e-05, 1.02e-04, 3.90e-04, 4.58e-06, 4.41e-06, 3.00e-06, 2.92e-06, 4.19e-10, 0.00e+00, 1.69e-07, 4.88e-08]    []  
167600    [8.57e-07, 1.56e-06, 1.62e-06, 1.19e-06, 1.47e-06, 4.72e-07, 1.75e-07, 2.24e-08, 7.16e-11, 1.27e-08, 6.71e-07, 6.52e-07, 7.52e-07, 1.82e-07, 3.22e-09, 1.17e-08, 5.75e-09, 1.02e-08, 1.61e-09, 6.46e-13, 1.25e-07, 4.19e-09]    [8.57e-07, 1.56e-06, 1.62e-06, 1.19e-06, 1.47e-06, 4.72e-07, 1.75e-07, 2.24e-08, 7.16e-11, 1.27e-08, 6.71e-07, 6.52e-07, 7.52e-07, 1.82e-07, 3.22e-09, 1.17e-08, 5.75e-09, 1.02e-08, 1.61e-09, 6.46e-13, 1.25e-07, 4.19e-09]    []  
167700    [1.78e-06, 3.05e-06, 1.56e-06, 3.06e-06, 1.44e-06, 1.25e-06, 3.83e-07, 3.88e-05, 1.96e-06, 6.72e-06, 2.31e-05, 3.79e-05, 4.36e-05, 1.43e-05, 4.00e-08, 4.05e-09, 9.10e-09, 9.50e-09, 5.41e-06, 0.00e+00, 2.93e-05, 2.81e-06]    [1.78e-06, 3.05e-06, 1.56e-06, 3.06e-06, 1.44e-06, 1.25e-06, 3.83e-07, 3.88e-05, 1.96e-06, 6.72e-06, 2.31e-05, 3.79e-05, 4.36e-05, 1.43e-05, 4.00e-08, 4.05e-09, 9.10e-09, 9.50e-09, 5.41e-06, 0.00e+00, 2.93e-05, 2.81e-06]    []  
167800    [7.73e-06, 4.51e-06, 1.47e-06, 3.77e-06, 2.00e-06, 3.21e-06, 1.07e-06, 9.88e-07, 2.78e-09, 4.51e-05, 3.27e-05, 2.49e-04, 2.60e-04, 1.32e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.00e-08, 2.19e-11, 1.50e-07, 9.10e-09]    [7.73e-06, 4.51e-06, 1.47e-06, 3.77e-06, 2.00e-06, 3.21e-06, 1.07e-06, 9.88e-07, 2.78e-09, 4.51e-05, 3.27e-05, 2.49e-04, 2.60e-04, 1.32e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.00e-08, 2.19e-11, 1.50e-07, 9.10e-09]    []  
167900    [8.14e-07, 1.54e-06, 1.59e-06, 1.14e-06, 1.41e-06, 4.53e-07, 1.96e-07, 2.98e-08, 4.96e-11, 1.36e-07, 5.19e-07, 8.44e-07, 1.08e-06, 1.57e-06, 1.77e-08, 2.45e-08, 1.88e-08, 2.12e-08, 0.00e+00, 2.94e-13, 4.35e-07, 2.26e-09]    [8.14e-07, 1.54e-06, 1.59e-06, 1.14e-06, 1.41e-06, 4.53e-07, 1.96e-07, 2.98e-08, 4.96e-11, 1.36e-07, 5.19e-07, 8.44e-07, 1.08e-06, 1.57e-06, 1.77e-08, 2.45e-08, 1.88e-08, 2.12e-08, 0.00e+00, 2.94e-13, 4.35e-07, 2.26e-09]    []  
168000    [8.66e-07, 1.67e-06, 1.56e-06, 1.23e-06, 1.36e-06, 4.42e-07, 1.65e-07, 3.76e-07, 1.66e-08, 9.57e-08, 7.55e-07, 9.30e-07, 1.26e-06, 1.44e-06, 1.35e-08, 1.40e-08, 1.94e-08, 2.78e-08, 0.00e+00, 1.33e-09, 9.25e-07, 7.47e-09]    [8.66e-07, 1.67e-06, 1.56e-06, 1.23e-06, 1.36e-06, 4.42e-07, 1.65e-07, 3.76e-07, 1.66e-08, 9.57e-08, 7.55e-07, 9.30e-07, 1.26e-06, 1.44e-06, 1.35e-08, 1.40e-08, 1.94e-08, 2.78e-08, 0.00e+00, 1.33e-09, 9.25e-07, 7.47e-09]    []  

Best model at step 167636:
  train loss: 8.76e-06
  test loss: 8.76e-06
  test metric: []

'train' took 41.410742 s

Best train step: 167636
lambda_a: 7.730780939510548
lambda_b: 5.495244990389255
kappa_a: 2.1579476079438744
kappa_b: 1.3268793357497657

---------------------------------------------------------------------------
UnboundLocalError                         Traceback (most recent call last)
Cell In[32], line 1
----> 1 intermediate_train()

Cell In[31], line 8, in intermediate_train()
      6 model.train_model(iterations=plot_every, print_every=hyper_print_every, use_LBFGSB=False)
      7 params_nn, best_step = model.get_best_params(out_func=np.exp) # parameters need to be extracted with the exponential functino as they have been modelled in logspace
----> 8 if best_step > prev_best_step:
      9     prev_best_step = best_step
     10     break

UnboundLocalError: local variable 'prev_best_step' referenced before assignment

intermediate_train()

intermediate_train()

intermediate_train()

intermediate_train()

intermediate_train()

intermediate_train()

intermediate_train()

intermediate_train()

intermediate_train()

intermediate_train()

intermediate_train()

intermediate_train()

intermediate_train()

intermediate_train()

intermediate_train()

intermediate_train()

intermediate_train()

intermediate_train()

intermediate_train()

intermediate_train()

intermediate_train()

intermediate_train()

Final Output

# params_nn, best_step = model.get_best_params(out_func=np.exp) # parameters need to be extracted with the exponential functino as they have been modelled in logspace
params_nn, best_step = model.get_best_params() # parameters need to be extracted with the exponential functino as they have been modelled in logspace
print(static_parameters, sep="\n")
t_nn_param, wsol_nn_param, wsol_sird_nn_param = solver(*params_nn)

model.set_synthetic_data(t_synth, solution_synth_full) 
model.set_nn_synthetic_data(t_nn_param, wsol_nn_param, wsol_sird_nn_param)
plot = Plot(model, values_to_plot=sird_model.initial_conditions_keys) # class that contains plotting functions
plot.show_known_and_prediction()
plot.plot_param_history()
plot.plot_loss_history()

Best train step: 165325
lambda_a: 1.9791884422
lambda_b: 1.7065868378
kappa_a: 0.67051899433
kappa_b: 0.29274818301
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

# from SIRD_normal_nn import SIRD_net
# max_timestep = 100000
# t_bool = t_synth < max_timestep
# t = t_synth[t_bool]
# wsol = solution_synth[t_bool]

# net = SIRD_net(t, wsol, init_num_people=1e6)
# net.train()
# net.plot(t_synth, solution_synth)

# fig, ax = plt.subplots()
# net.plot(ax, t_synth)